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@olivierverdier
Created November 4, 2018 10:00
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%run femshape\n",
"import numpy as np\n",
"import matplotlib.pyplot as pl"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"%run utils"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"#scale = 1/np.sqrt(10)\n",
"scale = 1/10"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Compute representers for various orders and mesh sizes."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 37.8 s, sys: 4.81 s, total: 42.6 s\n",
"Wall time: 34.7 s\n"
]
}
],
"source": [
"%%time\n",
"n = 5000\n",
"# Circle\n",
"#t=np.linspace(0,2*np.pi,n,endpoint=False)\n",
"#gamma1 = np.vstack((0.5*np.cos(t),0.5*np.sin(t))).T \n",
"gamma1 = figure_of_eight(n).T\n",
"reps = [[Representer(Current(Space(order=o+1, meshsize=m,L=1), gamma1), scale=scale) for o in range(4)] for m in 2**np.arange(8)]\n",
"areps = np.array(reps)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plot one of the representer."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(8, 4)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"areps.shape"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, '$\\\\log_2$ meshsize: 1 - Order: 3')"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x576 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"order = 3\n",
"log2mesh = 1\n",
"pl.figure(figsize=(10,8))\n",
"plot_representer(areps[log2mesh,order-1])\n",
"plt.title(\"$\\log_2$ meshsize: {} - Order: {}\".format(log2mesh, order))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Fetch the $H_1$ and $H_2$ norms for each representer."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"import operator"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"error = np.stack([np.vectorize(operator.attrgetter(attr))(areps) for attr in ['H1_sq_norm', 'H2_sq_norm']], axis=-1)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.4336292342953473"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"error[0,0,0]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Log plots of the errors"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"def order_format(i):\n",
" return \"order {}\".format(i+1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"First, plot the square of the $H_1$ and $H_2$ norms depending on the order and mesh size."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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BlsCz+wW47FCWbYTVkr3GZcURUO0D+vQImB5hN25EJkP85E56PsO7D6XWkPOrd3P0HOq8cUSNTj6nL6uUos7h7hBKS+uaKfFdltU14/J2v9KIpkFcWACJkUGMjAjErGlsOVCGV1dYzBr3XJnGhUkRHYJlSwC1Wc6jf4suXDQmihg1guRzGF5hGAVYgJmjI5k3Lr7P9nfPPfdwzz33tNuWnJzM/v3722277bbbuO222zo8PzY2ltdee63D9nXr1nX7ujt27PBfdzqd/qrGQoiz07RrF653NlEzcwaW2Ng2IdQXSKur8dTW+K/rTU1n/BrmiAjM0dGYo6OxREehR4ThCLXRGKxRG6RTYXNSZnNQZKnnuFZNsbuCBlf5afdrNdmID44nPiTef+mZ5OE3ppeZWODhSLKVH37nMeYkziHEGoLF1OZtXylorjUCaONJXxitgJM5rdfbXp5pKPWH0RG+y/g219sEVFsPpkzET6b2PD0TL4ToPW9DQ2tPqi+gOvPzcB0vhC7m5WvBwQSMHYstJQXb2GQCUlKwjh1LeZRGdsMR9lXsI6viK3JqXsVb5gt8wXDoO2amFCoOXKDRMCGRhVFprYH0lF7StmE0zBbW/j20rzkbTwmr+6DyiFExuN2BmyFuCoycAYkzwGyDLfejvG40sw2+8ay8T3ajyelp32vqu2wbUO2urgtmtYgKtpIYEcTIyEASI4JIjAxkZEQQiRGBjIwMIj48sEMIzTxew5bMY1x1jnssh5phFWCFEMObt7YWZ14+rrxcnLl5OPNyaT54CG9FBQBlb77Zsx1ZLJijIrFEtQZSc1Q05qgozFFRuCOCqA1SVAe6KbM6KDU3UNZcQbm9nPKmcsrsx2hydxKCXb4fnwBzQPtwGhxPQkhCu21RgVEdh5d53ez12vjXsS1cHzeFGWXH4NjO1jDaWA5NFcbPGYXSMCOAhsa3hs+WgBoa3z6s2oJ7vt+eGKAz8UKIvqN0HXdJqW/Yb167Oaoe3/twZyyJiQSMTcY2NsXoVU1JwTZ2LJb4eBrdjWRXZpNVkUVWxTtk7cmizlnX7vkmzcTE6IlMi51GZEAkL5heIHeUB5vZxrMLH2NG3ABM33I2QGmWEVZL9xmBtTKHDkuYmCy+sDrdCKuJMyDhQmOIbltykg8Ap8dLeZ2T4lpHh1DaclnnOH2hwhCbmZGRQf7e03YB1XcZZDOfcfsGqsdyqJEAK4QYUpRSeMrLcebm4vKFVOMyD29V1Wmfbx0zhqDp0/zh1BwdhSU62hdQI7GHWig3NVHmOElZU5k/lJbbj1PWtItyezmOKsdpXyfQHNghjJ56OzIgsvv5KV43VORAxSFjSNlJ32VlDjOUlxkAuRndNyQgvE0Y9QXRtr2jLb2loXEdvzAJIUQndLsdV0GB74RhHq6CfON6QUGXBee0gABsycn+Yb+2sWON68nJmHyFLb26l2O1x8iqzCI7932yPs8iry6vzTqdhtigWKbFTmPaCONnSswUgq2tJ9UuG3UZHx3+iCsnXnluwmtzPZRltQ4BLtkLVcfoPKxOMkLqyBmQOBPip4C1B8OPh+BJvszjNWz5qoKrtAguGhOFV1ecbGimpLYljJ7ae9pMZePpayrYLKYuQ2mirzc1PNDS6/mhov9IgBVCDErK48FVeMLfm+rKazmbn9flEF8tKMgYbpaaSkBqCraxKSiXi+JfPIByu9GsFtw/v52ilEhfKC2n3L7XCKrHyyk/WE6zt/MvX20FWYJaw6gvkLa9nRCSQLgtvOcfjh4XVOe2BtSWwFp1DPQeFHtKuhjSlnU+v1RCqRDiLCil8Jw86Rvqm+8voOTMz8dT2nWhNfOIWH9ADUhpGf6bgnVkItop8y+rHFV8XvEFWUeyyKrIYn/lfuwee7vHWE1WJsdMNsKqL7QmhiR2+/46I24GkfZIkuOSe/U76FRzXWuPaktYre5kjq3JasxT9YfVGRA3uWdhdYhrdnt59ctCfr35EB5d8b9fniQm2EaNw433NJV5zSaNhPBAEiMC2/Setlw3hvtGh9gknA5yEmCFEOc13eEw5kW1603N7XZelDky0gipKSnYUlMI8F23JBpfkBweB0eqj3Cg6gDpxemc/Dcvkws1Dlygc7Tgl1DQdXtCraHd9prGh8QTZg07uw9Hj8sIpaf2qFbndhFUNYhKhhETW3/iJhpn+1+5AeV1GfOhrvrNoB9S9kV+Fa/9q5RveEK5dFzsQDdHiGGl/sOPcP3f/1EaNwLd0WwMAc7LQ7fbO3+C1YptzAXGCcNThv2aw8I6fYrb6+ZwxQGyKrN8c1ezKG4s7vC4pNAkpo2YxvQR05kWO40J0ROwmW19ebg956hpH1ZL90F1J+V/zTajJzVxBiRONwJr3GSwSA0TMJabySquIyO3in8dq2T38RpcntZ5v0pBZZMx3WVEWECnvaeJEUEkRQYxIiwAs0nC6VAnAVYIcV7w1NQYZ+9zW4f8unJzcZeUdPkcy8hEAlJ8vaktl6mpWKJa55Y4vU5yqnM4ULWDAwUHOFB1gLzaPLxtKziO0sgZZXzgRQdGMylmEgnBCUbPaXD7gBpqC+2Dg3X6guphOHm4TY9qbofKkgYNosa2BtSWsBqb1vVc01veGbTzoby6Iq+ikeziOrKK6sjIq+JImbF246ZDX/L3H/RuGbThTNO054FrgZNKqQt926KB14BkjNM3/6aU6n59BzEsKF2nbN1/Ufv66wDUnnK/OTLS6EFtM+w3IGUs1lGj0Cxdf8VUSlHWVMa+yn2+uatZHKo6hEtvPyc/yBLE1Nip/t7VqSOmEhs0QCew7NXt56uW7oWago6PMwcYYbWlV3XkDBgxCSwDFLLPQ7quOFzWwM7cSjJyq9iVX02js/1J2jExwRTVONB1hdVs4g/fnsHSSfGDojKv6H8SYIUQ54xSCk9pqTHkNz/PuMzNNeanVld3/iSLBduYMe16U21jUwgY2zovqoXb6yan9igHcj7mQOUBDlYd5GjNUTyq/QejWTOTFpXGlJgpRNgieOXwK3h0o6DHH5b8oe/mRHmcUHnUCKotPycPG2fouwqq0Skde1Rjxp95UaRBMh9K1xUFVU3+sJpdVMf+krouK0B6dJ3P86okwJ69F4D1wEtttq0FPlFKPapp2lrf7fsHoG3iPOKtraX4/vtp2v5Z60ZNI+yKpUTfdptRRCmqZ3+Hdredg1UHyarM8gfWCkfHok0pESn+eavTYqeRGpnav1V/u9JU5QurbZauqS3s+DhLIMRfeEpYnQhm67lv83lMKUV+ZRM7c6vIyK0iI6+K6qb2JytSYkO4JDWGS1NjuSQ1hugQm1TsFV2SAHuOvfDCC+zevZv169ef1fP37t3LD3/4Q+rr6zGbzdx3333ceOONfdxKIXpHud24TpzoWEgpPx/VxZAz/3IIqSkEpKS2htXRo9GsHb8MeHQPR6uPcLDqIAeqDnCg8gBHao7g1tsPK9bQSI1IZUrsFCbHTGZKzBQmRE8gyNI693PpmKW9K+jhboaqo22G/frCanVex+UPADQTRKd20qM6fkjPSVVKcaLaQVZxLdlFRmDdX1xHg7Pj8OikyCCmJkUwdVQEQVYTv91yBLdXx2YxMS8lZgBaPzQopT7TNC35lM1fAxb7rr8IbEMC7LDmyN5P8Zo1uEtKMIWEoFwulNeLZrMR/f3vEzxzZpfPVUpxvP54u7CaU5PTftQLEG4L94fV6bHTuXDEhYTbwvv70AwnviAiaxOYVxonDUv2Qume1qVr6k50fI4lyKj+23bO6ogJEla7UFLrYGduFTuPVbIzt4qy+vb1IxIjArk0NZb542K4JDWGxIiOn31SsVd0RQJsP1JKoZTC1ItFoT0eD5Y2w3CCg4N56aWXGD9+PCUlJVx00UVce+21REZG9kWThTgt+549uD/4EPvyZQROmNBuWRpXXq5x+/hx8HReXMgcHe3rTW0/9NeSkNDlvFGv7qWgvsAfVA9UHeBI9ZFOCyolhyf7g+qU2ClMip7UrvpkZ3pc0MPdbCxz0LaQ0slDUJPfdVCNGddJj+q4IR1UwXj/K6lrJruo1uhZ9fWwdrZ8QXx4AFOTIpk2ygisU5MiiA1tPzds+ugoORPff+KVUqUASqlSTdPiunqgpmk/AH4AkJSUREFBQa9fvKoH1cEHm8F6TEopvO+9h/vPfwa3By0tDesDP0dVVdP4+eeEzpvHyagoaPPv3uhpJKc+hyP1RzjScIQj9Udo9DS2268JEymhKUwIn8DEsIlMCJ/AyKCRre/5bqguqaaaLkbi9KGA4gwSPvkxkboH9dVTdPapo1sCcUVPxBUzCWfMZFwxk3BHjDWqBLdoBk50nKM7kAby/12Nw8Pe4ia+8v0U17fvYY0INDMrKYRZSSHMTAohKbylkJIHZ005BV1MWhisf0vdGWrHNBDHIwG2F5544gmef/55AFavXs1dd91FQUEBK1asYMmSJWRkZPD222+zdetWHnnkERITE0lLSyMgwPhiVlFRwe23305hoTEs5cknn2T+/PmsW7eOkpISCgoKiI2N5ZVXXvG/Zlpamv/6yJEjGTFiBBUVFRJgRb9Tuk7tW29T9uCD4PFw/IUXun28NSmpfW9qSgq2lJTTDjnTlU5hfaERVn2B9VD1IRyejkvTjA4bbQRVX1idGD2RMFvnBULOiNvRGlTbVv6tKegiqJqNYb4jJhhLILSE1Zhxw6aiZHl9s28IcC1ZxcZQ4KqmjmvMxobafD2rkUzz9bDGh5/+dyRn4s8PSqm/An8FmD17tkpOTu6T/fbVfs4ng+2YdLud0nXrqH9nEwBR3/0OcWvXYrLZ2HtyLx+FhnL5hDhCrU5/kaWsyizy6/I77Cs2KNYosuQbCjw5ZvJpTyT2K3czHP0Ast+Aw++1n8JhssKo2e16Vk2x4wk0mRmM797n6v9dfbObXXnV/nmsh311ClqEBViYmxLNpamxXDouhrS4MExnWVxpsP0t9cRQO6ZzfTzDKsBqRV9CyS5IvqzXRU0yMzPZsGEDu3btQinF3LlzWbRoEVFRURw5coQNGzbw9NNPU1payoMPPkhmZiYREREsWbKEmb6hN2vWrOHuu+9mwYIFFBYWsnz5cg4dOuTff3p6OkFBXffSfPHFF7hcLlJTU3t1LEJ0RW9qoikjg4Zt22ja/lnHheZNJv9yNC1h1bg9FlM3/3dbKKUoaiziQNUBDlYaQ4EPVh2k0d3Y4bEjQ0a2GwY8OWYyEQERvT/I5jr44lniD7wHATZoKPMV5uikVL9mNgonjZhgFOVoCawx44ZVNcmKBifZxbX+OatZxXVUNHRcey8y2Mo0X1C9MCmCaaMiSIwIlOULzj/lmqYl+npfE4GTA90gcW458/IpXrMG59GjaEFBJD70EBErrwXgq/Kv+PcP/h2P8vBS/ksdnttuGRvfcOCEkK5H1JwzXg/kb4fsf8DhzeCsb71PM6GUQrPY4KZ/wphLBq6dg4TD5SXzeA3/yjWGBGcX1dJ2RZsAi4mLk6O5dJwxj/XCkeFYzFJwSfSPoRFg1/XsS+wZ139bV9flXenp6Vx33XWE+IrIXH/99ezYsYNVq1YxZswY5s2bB8CuXbtYvHgxI0aMAOCGG24gJycHgI8//piDBw/691lfX09Dg3EGa9WqVd2G19LSUm666SaeffbZXg1RFuJUrhMnaNy2ncZt27B/8QWqzVI15qgovPX1oOtoNisXPPccwbNn92i/SilKm0r9vaotc1frXfUdHhsXHNeuZ3VyzGSiA6P77BipyoWcLXDkfTi+E5SXdn9tmtk39LelR9UXWGNSh1VQBahucpFdXNduKHBpXceh22GBFmMIcMtQ4KQIRkUFDfyXWNET7wC3AI/6Lv85sM0R51L9lg8ofeAB9KYmbGPHMuqpPxAwfrz//j/v+3O7QnjhtnDmJ80/P5axOZVScOIL2P8POPAWNLU56Zo4A6Z+Cy68HuqKBm2V9nPF5dHZV1TLzmNV7MytZE9hLS5v6wgki0lj1gWRXDoulktTY5h5QSQBFvMAtlgMJ0MjwA4ApbpeSDnklMqoXX2B03WdjIyMToPqqftoq76+nmuuuYZf//rXzJ07t4ctFqJzyuPBsWfBabcpAAAgAElEQVQPDdu20bhtO67cNguuaxpB06cTumQxoYsWETBxIo69eyn+4EOSli/rspCHUoqT9pOtw4B9Paw1zo6TXKIDo7kw9kJ/YJ0cM5kRwSP69iC9bij83AitOVuMJWxaD7LNdRPM/U+48qFhueRBnd3N/hJfNWBfD2tRTceh2yE2s79HtWUo8AXRwWc9PEycO5qm/R2jYFOspmlFwIMYwfV1TdP+HSgEvjVwLRTninK7Ofn441S/aPSqhq24isT//jXm0NbvHwcqD/BF6ReAURDPZrbxp6V/6rtK7X2l/IAxPHj/m+2rBceMh6nfhAu/CbHjWreHjxwUVdrPJa+uOFhSz05fD+uXBdXtqsFrGlyYFM58X5Xgi5OjCQmQGCEGxtD4n9dNT6nfiS9QL65E87qNBaVveadXZ90WLlzIrbfeytq1a1FK8dZbb7Fx48YOj5s7dy5r1qyhqqqK8PBw3njjDaZPnw7AsmXLWL9+Pffeey9gVBieMaP7DwWXy8V1113HzTffzLe+9S2czo7D9oQ4HU9NDU3p6TR+uo3G9HT0+tZeUFNoKCELFhC6eBGhCxdiiW7f8xk8cybWqCiC28x3qHRUGj2qla2BtdJR2eF1IwMi/SF1SqwRWOOD4/unl85eDUc/MgLrsU/A2eZ9IjASxl8JaVdBUCS8eiPK60Iz24yz88MgvDY0uzlQUu8fApxdVEtBVccK0UFWM1NGhjN1VIS/hzUlNkTC6iCllPpOF3ctPacNEQPKXVZG8d334NizBywW4u+7j6ibbmz3XuzwOFi7Yy1evCwfs5x4U/zZV2rvDzUFxvDg7H8YNQpahI2Eqd8wQmvidCN5iQ6UUhw72WhUCs6t5PO86g5F9sbHhXJpagyXpMYyLyWayOCh/9koBoehEWB7YvQc3N95E1sfzYGdNWsWt956K3PmGPtZvXo1M2fO7FCRMTExkXXr1nHJJZeQmJjIrFmz8HqNM1pPPfUUd9xxB9OmTcPj8bBw4UL+/Oc/d/u6r7/+Op999hlVVVW88MILKKV48cUXTxt8xfCmlMJ59KgxNHj7duNLi946FMiWnEzo4sWELl5M8EWzOl22psWukl38/fDfiSqNotpRzYGqA5Tbyzs8LswaxuTYye2GAo8MGdl/Q0qVMpauydkCOR/AiV3tCy7FToC05UZoHT0XzG3e/m55Z0gPJ7O7PBwoqW9XZCm/solTB5LYLCYmJ4b7hwBPGxVJ6ogQmcckxBDStHMnxf/vXrzV1VgSEkj6/ROdjqb5n93/Q0F9AeMix/HwZQ9TeqL09JXa+1vjSWNocPYbUPRl6/agKJj8dWOI8AWXgEyt6tSJaru/h3VnblWH2gWjooKY7yu6dElKDHE9KLAnxEAYPgEWUKMuhtQFfba/e+65h3vuuafdtuTkZPbv399u22233cZtt93W4fmxsbG89tprHbavW7euy9e88cYb26376nQ6/VWNhWhLdzqx79pFo29osLukpPVOq5XguXMIW2wMDbadpnqcR/fweennvHTgJTJKM4yNbTJrsCW43dI1U2KmMDpsdP/Pf/Q4oSDdCKw5W6D2eOt9JiuMXQhpKyBtmbHWX1dGzxlSw8lKah1s+Fc+2w6V0uzNo7jW0a7YBoDVrDEpMdwXVI2e1fHxoVglrAoxJCldp+ovf6HiqT+CUoRceikjH3+swygbgM+KPuO1I69hMVl49LJHCTAP4PeM5jo4tMnoac3f3npi0hoCE682QmvKkmExcuZMnaxvJiOvypjHmlfJier2U0JGhAVwaWqM7yeW0dEDWClaiDMwrAKsEEOdu7zcX4Cp6fPPUY7WDytzTAyhCxcSungxIfMvxRwa2u2+lFIcqj7E5rzNvJf3HlXN7df50tC4csyV3DHzDpLDkzFp5yj4NJ5sDay5n4K7qfW+4FhfL+ty4wtNYPi5adN5oLjWwfvZpbybXcqewtp295k0WntWR0UwLSmStIRQKbghxDDhra2l+P77adr+GQCxP/oRsXf8CM3c8T2gurmaX/3rVwD8ZOZPmBA94Zy2FTCWMsv5wCjGlPMheH09hSarMYrmwm/AhBVg67peyHCTebyGt78oJzHfQ3l9Mztzqzh6sn1F//BAC5f4wuqlqTGMiwuVQntiUJIAK8QgpnSd5uxsfwEm56FD7e4PnDzZmMu6eDGBF16I1oNhVWVNZWzO28zm3M3k1rUWdBoTPobZ8bPZnLcZt9eNzWzjpsk3kRLRTc9mX1AKyrJaQ2txZvv746e2Dg1OmgWm4RPKimrsvJ9dxrvZpew90RpaLSYNj6/L1aTBmqXjWXNFWle7EUIMYY7s/RSvWYO7pARzRAQjH/sdoQsXdvpYpRT/tfO/qGquYnb8bG6ZfMu5a6jXA/nbjJ7WQ5vB1bKuqGZM/Zr6LZi0EoL7sCL9EPHy58f55T/3+0batNafCLKamTM22t/DOnlkOGapXyCGAAmwQgwy3sZGmtL/ZQwN/uwzvNXV/vu0oCBCLr2U0EULCV20CGt8fI/22ehq5KPjH7E5bzNfln2J8q2BGhUQxVVjr2JlykoujL0QTdP4+riv89Hhj/q3mIfLDvmftc5nbWgz/NkcACmLjNA6fjlEju6fNpynTlTbeX9/Ke9ml7GvTWgNspq5fGIcK6YmEB1s4/svfonLo2OzmFgwvo+rOgshzntKKWpfe43yh3+DcrsJnDqVUU/+HmtSUpfPeevYW2w9sZVQaygPL3gYc3+fEGxZ9ib7DWNuq71N8b+RM43QOuU6CB/Zv+0YpD7Pq+KpT46yM7f9CKn5qbHcdeV4po+KxGaRaSFi6JEAK8Qg4MzPp3H7dhq3bce+ezd4WtfksyYl+QowLSJ4zhxMPZwT7dbdZJRksCl3E5+e+BSnb4iWzWRjyQVLuDblWuYnzcdqal/QaUbcDCLtkX1fzKOuGI5+AEe2GPOcPG3WGg1NMALrhBXGvNZhNmzsRLWd97JLeS+7lH1FrdWUg6xmLp8UxzVTE1k8YQTBtta39JdXz2NL5jGuumgcF42JGohmCyEGiG63U7puHfXvbAIg6rvfIW7tWky2rueJnqg/waNfPArAz+f+nJGh/RQalTKWvdn/D8h+E+pOXfbmW8bSNzGp/fP6g5xSin8dM4LrFwXGCexgqxmXV0dXCpvFxD3L0uR9XwxpEmCFOA8plwv7V18Zy9xs24breNviRCaCZl/UWoBp3Lgez2FRSnGw6iCb8jbxfv77VDe39t7Ojp/NytSVXDnmSsJsYX19SB3pOpTsgZz3jZ7Wsuz294+c6SvAtHxYLoVQWGXnXV9ozS5uDa3BNqOn1QitcQTZOu8huWhMFDFqBMnyJUaIYcWZl0/xmjtxHj2GFhRE4kMPEbHy2m6f49E9/Cz9Zzg8Dq5KvoprU7p//Fmpzm8NrW2XvQlPMpYvm/otSJg27N7re0opxbacCp765Ki/zkFEkJXvzx/LrfOTOXayUU5aimFDAqwQ5wlPVRWNn+0wCjClp6M3tRYnMkVEEHrZZUZP64L5mCMjz2jfJY0lxrzWvM3k1+X7t6dEpLAydSVXj726/862t+VsMAov5Xxg9LY2VbTeZw2G1Mt9Q4OXQVhC/7fnPHO8qskfWvcXt67NG2wzs3RSPNdMTWBRWtehVQgxvNVv2ULpzx9At9uxjR3LqKf+QMD48ad93nPZz7GvYh9xwXH8Yt4v+q6wT0N567I3xbtbtwdFw5SvG2u1yrI33VJK8fGhk/xx61GyfCNwooKtrL4shZsvGUNYoDFKSk5aiuFEAuw59sILL7B7927Wr19/Vs8/fvw4119/PV6vF7fbzQ9/+EN+/OMf93ErxbmglMJ56BCN27fTsG0bzVnZtF2YM2D8OP/arEHTp6NZzuzPtd5Vz0cFH7EpbxOZ5a2Fj6IDo7l67NVcm3otk6Mn938FwpqC1gJMBengdbXeFzHaKL6UdhUkLwDr8FtzrqCyNbQeKGkNrSG+0Hq1b3hwoFVCqxCic8rt5uTjj1P94ksAhF+9goSH/htz6OmnW+yv3M8z+54B4OEFDxMRENG7xjhq4fBmI7Tmf3bKsjfXGD2tqUvA3PV64wJ0XfHBgTKe2nqMQ6XGZ0NsqI0fLEzhe3PHEBIgX+HF8CX/+/uRUgqlFKZenFn0eDxY2gSXxMREdu7cSUBAAI2NjUyZMoXrr7+ekSOlwMFgoNvtNH3+ubHUzfbteMpbF1PVbDaC5841qgYvWoxtVNeFNrri9rpJL05nU94mtp/Yjks3wmKgOdA/r/XSkZdiMfXjn77XYywwn/O+EVwrDre5U4PRc31Vg1dA3KRhOVwsv7KJ97JLeTerlIOlraE1NMDC0klxXD01kUVpElqFEKfnLiuj+O57cOzZAxYL8fffT9SN3+vRyUm7287PdvwMr/Jy0+SbmJc47ywb4TBOUmb/A45+2HqismXZm6nfNN7zbbLO6Ol4dcW72aWs33qUnHJjGZy4sABuX5TKd+ZcICNwhEACbK888cQTPP/88wCsXr2au+66i4KCAlasWMGSJUvIyMjg7bffZuvWrTzyyCMkJiaSlpZGgK/ITkVFBbfffjuFhUYBgyeffJL58+ezbt06SkpKKCgoIDY2lldeecX/mrY2BRicTie6rp/DIxZno/7Dj3C+8gr5zQ6cBw+hXK09kJa4OEIXLSJ0yWJC5s3DFHzmH+5KKbIrs9mUu4ktBVuodRpzYzQ05ibM5drUa7nigisItXW/7muvOGrh2MdGYD32EThqWu8LCDeGBk9YAeOugJDY/mvHeSyvotEIrdll/rPpAGEBFq6YHM+KCxNYKKFVCHEGmnbupPj/3Yu3uhpLQgJJv3+C4Jkze/z8JzKfoKC+gHGR41gza82ZvbjXDXnbjZ7Ww++2X/Zm7EJjePDkVRAkQ1p7wuPV2ZRVwh+3HiOvwphCNDIikB8uTuVbs0fLZ4MQbfRbgNU0bTTwEpAA6MBflVJ/0DQtGngNSAYKgH9TStV0tZ++lFWZxb7qfcyOn93r5T8yMzPZsGEDu3btQinF3LlzWbRoEVFRURw5coQNGzbw9NNPU1payoMPPkhmZiYREREsWbKEmb4PlzVr1nD33XezYMECCgsLWb58OYd863hmZmaSnp5OUFBQh9c+ceIE11xzDceOHeORRx6R3tfzkNJ1mnbsoGL9epqz9wPQUlM3cPo0QhctImzxYgImTTrrIbwnGk6wOW8z7+a9y/H61iJP4yLH+ee1JoT0wzzSE18QkbUJGmYYy9vkfADHd4Lytj4mOqW1ANMFl4Cl68qXQ1luRSPvZZXybnYph8sa/NvDAixcOdkYHnxZWiwBFvliIoToOaXrVP3lL1Q89UdQipBLL2Xk449hie75GqmfFX3Ga0dew2qy8uhljxJg7kEFe12HorbL3rRZvmXkrDbL3iSexVENT26vzlt7ivnTp8c4XmUHYFRUEHcsGcc3Zo2SZXCE6ER/9sB6gJ8qpb7SNC0MyNQ07SPgVuATpdSjmqatBdYC9/fmhaa+OLXXje1M9i3ZXd6Xnp7OddddR0iIMb/k+uuvZ8eOHaxatYoxY8Ywb54xDGfXrl0sXryYESOMdRhvuOEGcnJyAPj44485ePCgf5/19fU0NBhfcletWtVpeAUYPXo0WVlZlJSU8LWvfY1vf/vbxPdwvU/Rv3S7ndq336bmpY24Cgra36lpxPzgP4i7++6z3n+ds44PCj5gc95m9pzc498eGxTL1WOvZmXqSiZETei/ea252+DlbxCpe+CrNts1s7HQfNpyY7hY7OmLhgxVx0428G5WGe9ll3KkvE1oDTRC6zVTE1kwXkKrEOLseGtrKb7/fpq2fwaaRuyPfkTsHT9CM/f8PaW6uZpf/etXAPxk5k+YED2h+ydkv0FC+jPQeAKaTrZuj00zQuuF35Blb86Q0+Plzcxint52jKIaBwDJMcHcsWQcX5+ZhNUswVWIrvRbgFVKlQKlvusNmqYdApKArwGLfQ97EdhGLwPsQFBtiu2cqiXUtugqTOi6TkZGRqdB9dR9dGbkyJFMmjSJHTt28M1vfvO0jxf9x11aSs3LL1Pz+hvo9cbwUEtiImFLllD75psotxvNZiN08eIz3rfL62JH0Q425W3is6LPcOtuAIIsQSy9YCkrU1YyJ3FO/85r9Thh9wb45CHQPfj/R8dPhQV3wbilw3qY2NHyBn8hppY5S2CE1mWTE7hmWgLzx0loFUL0jiN7P8Vr1uAuKcEcEcHIxx8j9LLLzmgfSinW7VxHVXMVFydczM2Tb+7+CZkvwqY78ZfYCx4BM77jW/Zm6rCsY9AbzW4vr+8+wTPbcimtM8ZmpY4I4ceXj2PltJFYJLgKcVrnZA6spmnJwExgFxDvC7copUo1TYvr7f676yltsffkXlZ/uBqP7sFqsvLssmd7NYx44cKF3HrrraxduxalFG+99RYbN27s8Li5c+eyZs0aqqqqCA8P54033mD69OkALFu2jPXr13Pvvfcabdy7lxkzum9TUVERMTExBAUFUVNTQ0ZGhv/54txz7N1L9UsvUf/Bh+A1htAGzZhB9K23EHbFFWgWC+Err6X4gw9JWr6sx3OTlFLsrdjL5tzNbCnYQr3LCMUmzcQliZewMnUlSy9YSrC1nwtieD2w7++w/bdQd8LYpmkopaFZAuDaJ2D0nP5tw3kqp7yBd7OM0Hr0ZGtoDQ+0sGxKAtdMTWT+uFgZ/iWE6DWlFLWvvkr5bx5Bud0ETp3KqCd/jzXpzIv9/d/R/+PTE58SZg3j4fkPYzZ1c2JN12H7o623NRPMux0W/r+zOIrhzeHy8soXhfxley4nG5wApMWH8pPLx3P11ETMJjkRIERP9XuA1TQtFHgTuEspVd/ToY2apv0A+AFAUlISBacMx/R4PDidzh63Y1LEJNYvXM/eqr1cFHcRkyImndHzTzVlyhRuvPFGLr74YgBuu+02Jk+eTEFBgbE8im/f0dHRPPDAA8ybN4+EhASmT5+O1+vF6XTy2GOPcddddzF16lQ8Hg8LFixg/fr1eDyeLo9v3759rF27Fk3TUEpx5513kpaW1uGxHo+nw+9ssKiqqjr9gwaQ8njw/utfeN56C3X4iLHRbMa8eDGWr38NJk6kGqguKjLui4qi/sorsEZFwWn+TUrsJXx68lO2lW+jrLnMv31syFiWxC9hYdxCYgJiADhZfLKr3fSe0gk+/jFRX/0Ja73RZlfkOGpm/QQ9IBI9fwemlIU4vXGnPabB4nT/75RS5Nc42Z5bz7a8eo7XtP7NhQWYWZAcxuLUcGYlhfiGftkpKSrs51Z373z/WzpTQ+14hOgJ3W6ndN066t/ZBEDUd79D3Nq1mGxnXlugsL6Q3375WwB+Pu/nJIaeZq5q1mtQXwKA0kxo5gCjQJPosSanh799fpxnd+RR2WgUcZyUGM6apeNYNjkBkwRXIc6Y1t1Q2F7vXNOswGbgA6XUE75tR4DFvt7XRGCbUqrbyRezZ89Wu3fvbrft0KFDTJo06Yza43Q6/RWAh4qujulsfj/ni4KCApKTkwe6GR146+qofeMNqv/2Mp4yI1yaIiKI+rd/I+p738Wa0HXBpO6Oqaa5hg8KPmBT3iayKrL82+OC4rgm5RquTb2WtKi0Pj2WLikFxz6BrQ9B6T5jW1QyLHnAmOPkO1N/vv4b9UZnx6SU4kh5g78QU66vMiRAZLCV5ZMTWDHVGB58Ps5XGmr/Tn15PJqmZSqlZvfJzoapzj6bz8ZQ+38KfXdMzrx8itfcifPoMbSgIBIfeoiIldee1b48uodbttxCVkUWK5JX8NuFv+2+XoKzAf44GxrLYOF91DQ2EzVz5ZAZddPf/+8amt28lHGc/92RR43dmPozbVQEd14+nqWT4vqlVoX8LQ0OQ+2YBuKzuT+rEGvAc8ChlvDq8w5wC/Co7/Kf/dUGIfqCMy+f6o0vUff2P1EOo9CCbexYom+5mYhVq85q6Run18n2E9vZlLeJ9KJ0PMoDQLAlmCvGXMHK1JVcHH9x90O7+trxDGOOa+FO43ZoAiy6D2bdPKwWnFdKcbiswbfkTal/OQOAqGAry6ckcPXURC5JjTkvQ6sQYmio37KF0p8/gG63Yxs7llFP/YGA8WdfIO/Z7GfJqsgiPjieB+Y9cPoAteN/jPCaNBsW/4y6wkKiRief9esPF3V2Nxt25vN8ej71zcZn+6wLIrlz6XgWpY3ovyKLQgwj/TmEeD5wE5Ctadpe37afYwTX1zVN+3egEPhWP7ZBiLOilMKekUHViy8alR59QubPJ/qWmwlZsADNdGbhRVc6e07uYVPuJj4s+JAGt1Gh1qSZmJ80n5UpK1kyekn/z2s9Vek+2PprY/F5MIoxLbgH5vwHWDuvhD3UZBZU83J6KdoXtewprCWvsn1ovepCI7TOS5HQKoToX8rlovzxx6l5yairEX71ChIe+m/Moacv7tiV7Ips/rLvLwD8esGviQiI6P4J1XmQ8Sfj+orfwhl+3g1HNU0unkvP58WdBTQ4jeA6Z2w0a5aO59LUGAmuQvSh/qxCnA509de6tL9eV4je0Jubqdu0iZqXXsJ59BgAWkAAEatWEX3zTWd19vv9/PfZuG8jpV+UUumo9G+fFD2JlakrWTF2BbFBsX12DD1WeQw+/bWxlh+ALRQuucP4CTzNl5shQinFM9tyeeyDI7SdTBEdYmO5rxDTvJRoqQophDgn3GVlFN91N469e8FqJf6++4i68Xu9Cj92t52fpf8Mr/Jy8+SbmZc47/RP+vCX4HXB9O/AKBlp353KRifP7sjjbxnHaXIZxRznj4vhJ5ePZ15KzAC3Toih6ZxUIRbifOc+eZKav/+d2ldfw1tTA4BlxAiivvddIm+4AUvUmS8RU1BXwH9l/Be7y1vniEUHRnPduOtYmbqS1MgBWjOvrgi2PQp7XwHlBXOA0du64G4IGYAgPUA+z6vit1sOs6ew1r9NA741exS/uW6qhFYhxDnVtHMnxT/9f3hrarAkJDDqyd8TdJqVCXri8d2Pc7z+OOOjxnPnrDtP/4TcT+HwZuOk5hXrev36Q9XJ+mb++lkef9t1nGa3DsCitBHcuXQcF42JHuDWCTG0SYAVw5rjwAFqXnqJuvfeB7dRZCFwyhSib72F8OXL0c6iymOVo4pn9j3DP3L+gVd5/dtNmLhx0o38x7T/6LP2n5HGCkh/Ar78X+PMumaGWbcY81wjRg1MmwbAodJ6frflMJ8eqQAgIshCk9OLrhQ2i4kbLr5AwqsQ4pxRuk7VX/5CxVN/BKUIufRSRj7+GJbo3oeg7Se280bOG1hNVh5Z8AgB5tMUsvR6YMvPjOuX/RTCui5OOFyV1jn4y/Y8XvmiEJfHCK5LJ8bxk6XjmTE6coBbJ8TwIAFWDDvK66Vh61ZqXnwJe0sFTZOJsGXLiL7lZoJmzTqr4VoOj4ONBzfy/P7naXI3YdJMLB61mIzSDNxeNzazjYsTLu7jo+mB5jrYuR4+fxpcvvVKL/yGUVk4ZoB6gQfAiWo7v/8oh7f2FqMUhNjM/GBhKv9+2ViOlDWwJfMYV100jovGnHlvuxBCnA1vbS3F999v1FrQNGJ/9CNi7/gRmrn3BfyqHFX8auevAFgzaw0Tortd8MGw+3moOGRUn5/3o163YSgpqrHzzLZc3thdhMtrBNflU+L5yeXjuTBpeEy7EeJ8IQH2HHvhhRfYvXs369ev79V+6uvrmTRpEqtWreKZZ57po9YNbd7GRurefJPqjX/D7Vuj1RQaSuQ3v0nUjd/DNurseiG9upd3ct9h/d71nLQba7NelnQZd190N+OjxrP35F4+OvwRV068khlxvR8O1mMuO3zxV0j/PTT7hsmOXw6X/wISp527dgywqkYn6z89xsufF+Ly6ljNGt+bO4YfXz6O2FCjN+KiMVHEqBEkS3gVQpwjjuz9FK9Zg7ukBHNEBCMff4zQyy7rk30rpViXsY7q5mrmJMzhpsk3nf5J9mr49GHj+rKHwRrYJ20Z7I5XNfH0p7m8+VURHl2haXDNtER+cvk4JiaED3TzhBiWJMD2I6UUSilMvaje5/F4sFg6/jP98pe/ZNGiRb1p3rDhOnGCmr/9jdp/vIneZFSXtY4eTfRNNxFx/fW9quy4s3gn/5P5P+TU5ABGYaafzv4pcxPn+h8zI24GkfZIkuOSe3UcPeZxwZ6XYPtjxhIIAGPmw9JfwQU9KN4xRDQ5PTyXns9fP8uj0elB0+DrM0Zyz5UTuCDmHFd6FkIIH6UUta++SvlvHkG53QROncqoJ3+PNSmpz17jzaNvsu3ENsKsYTy84GFMWg++h3z6G+Nk59hFMPGaPmvLYJVb0cifPj3GP/eW4NUVJt9nyI8vH8e4uLCBbp4Qw5oE2F544okneP755wFYvXo1d911FwUFBaxYsYIlS5aQkZHB22+/zdatW3nkkUdITEwkLS2NgACj16eiooLbb7+dwsJCAJ588knmz5/PunXrKCkpoaCggNjYWF555ZV2r5uZmUl5eTlXXXUVu3btOrcHPUgopXDs3k3Viy/S+MlWUEaN2eA5c4i+5WZCFy/u1RCtI9VHeCLzCXaWGGumJoYk8pOZP+GalGt69kWhP+heyP4HbPsN1BQY2xJnGME19XIYJiX8XR6dV78s5KlPjlHZ6ARg8YQR3Ld8IpNHytlyIcTA0e12Sh9cR/2mTQBEffe7xK29H9NZ1FvoSmF9Ib/78ncAPDDvARJCejCPtfwA7H7OqI1w1aPD5vOiMznlDazfeozNWSXoCswmjW9eNIo7loxjbOzZn/AWQvSdYRVgm/fto2HPXoLnXEzwzJm92ldmZiYbNmxg165dKKWYO3cuixYtIioqiiNHjrBhwwaefvppSktLefDBB8nMzCQiIoIlS5Yw0/faa9as4e6772bBggUUFhayfOlOpzkAACAASURBVPlyDh065N9/eno6QUHt1+HUdZ2f/vSnbNy4kU8++aRXxzAUKZeL+vffp+rFF3EeNH6XmtVK+DXXEH3zTQROntyr/Zc1lfHHPX9kU+4mFIowaxirp63me5O+d/riGP1FKTj8rrGWa4VxzMSmGUOFJ60aNl9EdF2xObuUxz84QmG1HYDpoyNZe9VELkmVpQyEEAPLmZdP8Zo7cR49hhYUROJDDxGx8to+fQ2P7uFnO36Gw+NgxdgVXJPSg55UpWDLWlA6zPkBxPfuc3KwOlhSz/pPj/L+/jKUAqtZ44aLRvHDReNk1I4Q55khEWAPTZzUL/uddPhQl/elp6dz3XXXERJinI27/vrr2bFjB6tWrWLMmDHMm2cM1dy1axeLFy9mxIgRANxwww3k5BjDTT/++GMOHjzo32d9fT0NDQ0ArFq1qkN4BXj66ae5+uqrGT16dN8c5BDhqa6m5tVXqfn73/FWGGutmqOjifr2t4n6zrex+H7/Z6vR1chz+59j48GNOL1OLCYL357wbf5z2n8SGTiAVQfztsEnD0FxpnE74gJYvBam3QDmIfHn3SM7jlbw6PuHOVBSD0DKiBDuWz6B5VMSZPF4IcSAq3//fUof+AW63Y4tJYVRT/2BgHHj+vx1ns16lqzKLOKD43lg7gM9e9LhzZD/GQRFweKf9XmbznfZRXU8tfUoHx0sB8BmNnHDxaO5fXEqSZEdv4cJIQbe8PmG28eUb0hqZ1pCbYuuvkDruk5GRkanQfXUfbTIyMhgx44dPP300zQ2NuJyuYiIiODRRx89g9YPHc1Hcqje+BL172xCuVwABKSlEX3LzYRfey2mgN71irp1N28ceYM/7/szNU5jfdhlY5Zx16y7GB0+gCcRinYbwTV/u3E7JA4W3gsX3QKWAeoJHgBZRf+fvfsMjKJaGzj+n5RNSEgggUAglIB0kN6biIBIsSIWuiJ4FS8oAoIiICBFBBsWBEEQFAXsUhUh0qv0TkJCS+9ty3k/DHr1Xl/Ynd3Npjy/+8GZvZkzzxDIyTOnPKnM2XCKHeeSAKgY7MeYbnV4uEUVKYUjhPA4lZ/P9XnzSFm+AoDgXvcQ/tp0p/Ze+P8cSTjCR0c+AmBmx5mU8bNjZ1xzLmy8keje+TIElIz6pQdiUvh0+xUur7/CgRi9b/fz8eKx1tV4+o7bCC8jG1gJUZgViwT2ZiOlf8g+dIhLQ4ehLBY0X1+qLf3EqWnEnTt3ZujQobz00ksopfj6669ZsWLF/3xdmzZtGD16NElJSQQHB/PVV1/RpEkTAHr06MF7773HuHHjADh8+DBNb1G0fOXKlX8eL1u2jD179pS45FXZbGRu307K8uVk7dz15+elu3QhdOgQAtq0cXrUTSnFz5d+5q2DbxGTHgNAswrNGNtyLE3CmjjVtlOun9CnCp/+UT/3LwMdRkObp8FUctbmXEzMYt7G0/x49CoAwf4+/KtLLYa2j6SUyfnyE0II4SzztWtcHvM8OYcPg68vFcePJ2TgALfMCsk2ZzMxaiJWZWVIgyF/20jwpnYvhNQYqNAAWgxzeVyF0YHoZB5ZtBuLTR+IMHl7MaR9dZ7qXJMKQZK4ClEUFIsE1h4BzZpR6eNFmF20BrZ58+YMHTqU1q1bA/omTs2aNSM6OvpvX1epUiWmTp1Ku3btqFSpEs2bN8dqtQLwzjvv8Oyzz9K4cWMsFgudO3fmww8/dCqu4syWnU3qN9+QsnwF+Tf+nLWAAMo+8AAhAwfgV6OGS+5zOP4w8w/M51D8IQCqB1fn+ebP07VaV89NR02+AL/OhiNfAgp8A/SktcO/9WlfJUR8ei5v/3yWL/bFYrUp/Hy8GNo+kn91uY2yAa7bBEUIIYzKPnSI/KXLuLBrF7aMDHzCw6ny1gJK3eIFtTPe2P8GlzIuUTukNv9u/m/7Lkq/Ctvf1I97zioxy07mbTr9Z/KqAU91rsG4u+t5NighhENKxk+rG/ybNKHMjYTTFV544QVeeOGFv30WGRnJsWPH/vbZsGHDGDbsf99sli9fntWrV//P51OnTrXr/kOHDuWxxx6zP+Aiynz1KikrV5Ly5VfY0vU1jj6VKxE6YCBl+z2EdxnXFBC/lH6Jtw6+xeaYzQCE+ofydJOn6VenH75evi65h8PSr8L2uXBwOdgs4OULLYdBpxchqKJnYvKA9FwzH207zye/RZNjtuKlwSMtqzKme20qlZE1SkKIwiH70CFiBg0GiwUA/9tvp+pHH+IT6r6pub/G/sqaM2vw9fJldqfZmLztfJm3ZSqYs6BeH6jZxW3xFSZvbTnDrgvJgJ68+vl60bVeyelLhSguSlQCK4qWnMOHSV6+nPSNm+DGqHWpZs0IHTKYoG7d0P6hPq4RKbkpfHTkI1afXo3FZsHP24/BDQbzRKMnKG0q7ZJ7OCw7GX5bAHsXgSUXNC9oOgDumAAh1T0Tkwfkmq18tjuG97aeIzXbDECPBhUZ37Ou1OETQhQ6Gb9s/TN5RdMIuqurW5PXxJxEpuycAsDo5qOpE1LHvgtj98GRL8DbBD1muC2+wuTtLWd5a8tZvDQY3a0OmWmp9GxRixbVS84sJiGKC0lgRaGSvW8/eYsXc/5yHPnnzusf+vjoZXCGDKZU48Yuu1euJZeVJ1ey5OgSMswZaGjcd9t9jGo2yr66ee6QlwG7P4Cd70KePtpM/Xv1kjhhdT0TkwdYbYp1B+N4a8tZLqfmANC6RigTetaTXzaEEIWWJT7+z2PNz4+ANnauRTVAKcXUnVNJzk2mTXgbBjUYZN+FNhtsmKAftxsFoa5ZflOYvffLWRZsOYOXBgseacp9TSOIjo4mUvoTIYokSWBFoZG+YQOXn38BlCIf0AIDCX38cUIGPI5vuOsSSpuy8eOFH3nn0Dtcy7oGQIfKHXi+xfPUDfVQkmjOhf2fQNSbkK2XAeK2u/TENaK5Z2LyAKUUP5+MZ+7GU5y5nglAvfAgJvSsR5e6YVISRwhRaNlyc8napu8M792rF1UGDXR6v42bWXN2DdvithFkCmJGxxl4aXbuvH5ktV56rXQ4dBrrtvgKi4VbzzFv0xk0Dd7s34T7mkZ4OiQhhJOKdAKrlJJfaP/BzUr8FFaWhASuTpmqF1QH0DTKDRtK2KhRLr3P7qu7mb9/PieT9Z2r64TUYWyLsbSPaO/S+9jNaoHDK2HbHEi/rH9WtQ3c9SpEdvRMTB6yPzqZ2etPsf9GSYOIsqUY26MO9zWNwNtL/p0LIQq3tO+/x5qain+jRvDcKAJctLHgP4lJj+GNfW8A8EqbV+yfNZSXAVv0Kcd0nwZ+HlomU0A++PU8b2w8jabBG/2a8ECzKp4OSQjhAkU2gfX39ycpKYly5cpJEvsXSimSkpLw9y86W8FbMzK4NGIktrQ00DTQNDSTicAOHVx2j7MpZ5l/YD6/Xf4NgAoBFXiu2XP0rdkXby8PlF2x2eDE1/DLTEi+MVW6YiM9ca3dQ/9zKCHOXM9g7obTbDmpF5EPCfDlua61GdC2Gn4+UhJHCFH4KaVIWb4cgNAhg0lx489ws83MxKiJ5Fhy6FWjF71q9rL/4qg3IfM6RLSE2/u7LcbCYNH288zZcApNg7kPNaZfC0lehSguimwCW6VKFeLi4khISLD7GovFgo+LNv4pLP7pmfz9/alSpWj8oLbl5RH37CjyTp7EVL06FSZN5Nqu3UTc3cMlU6/is+NZeHgh35z7BpuyEegbyJONnmRgg4GU8vHA7rVKwdlN8PN0uH5U/yy0pl5AvuGD4GXnFLBi4HJqDgs2n2HdwThsCgJM3gzvWIOnOtckyN9Duz4LIYQB2bt3k3f2HD5hYQTffTcpV6647V4fH/mYo4lHCQ8M5+W2L9t/YfIF2LVQP75nTrHubxZHXeD1n04BMOfBxjzcsqqHIxJCuFKRzeZ8fX2p4eD0nOjoaCIjI90TkIcU5WdSVitXxo0ne+9evMPKU3XJYkxVqpBUvToBTj5TljmLpceWsvzEcnIsOfhoPvSv25+nmzxNuVLlXPMAjoreAT+/BrG79fOgytBlgr67sHfJSdhSsvJ5/9dzfLorhnyLDR8vjYFtq/Fc19qEBfl5OjwhhHBY8qf66GvI44+hmdxXk/r3hN9ZdGQRGhozO8wk2BRs/8WbJoM1H5o8BlVaui1GT1vy20Vm/KgvE5r14O30byXJqxDFTZFNYEXRppTi2vTpZGzahFdQENUW68mrsyw2C+vOrmPh4YUk5+q13rpV68bo5qOJLBPpdPuGHPqMylvnQnqMfh5QTt84o+WT4Ft0pno7KzvfwtId0Xz463ky8vQyE32bVGZs9zpElg/0cHRCCE3TngeGAwo4CgxTSuV6NqrCLz86msxt29BMJso+8ojb7pNtzmZi1ESsysrQhkNpXcmBuvbnt8KpH8BUGrpNdVeIHrdsx0Wm/3ACgNcfuJ3HWlfzcERCCHeQBFZ4ROJ7C0n9YjWayUTV9xfiX9e53X+VUvwa+ysLDi7gYtpFABqHNebFli/SrIL7doG8qexk+OZpOLORP9/HNxsMd88EfwfemhdxZquNL/fH8vaWs8Rn5AHQqXZ5JvSsR6OIMh6OTggBoGlaBPBvoIFSKkfTtC+BR4FlHg2sCEj+bCUoRXDfPm6t+Tp331xiM2KpE1KH55o9Z/+FVgtsmKgfdxoLQR4qE+dmy3dFM/V7PXmdfn8jHm8jyasQxZUksKLApXz+OYkLF4KXFxHz3ySgVSun2juWeIx5++dx4PoBAKoGVWVM8zF0r97dMxt8KaWXKdg4CbKT/vO55g2hkSUmeVVK8dPRa8zbdJqLiVkANK5Shgk969GhVnkPRyeE+Ac+QClN08xAAOC+hZzFhDUjg7R16wAIHTzYbffZemkra8+uxdfLl1mdZmHydmCa8v5PIOEkhERC22fcFqMnrdgdw6vfHgfgtfsaMqhtdQ9HJIRwJ0lgRYFK37CRa69NByB82lSCunUz3FZcRhzvHHyH9dHrASjrV5anmzxN/zr98fXUmtKk8/DDGLi4XT8PbwKJp1BWC5q3CSI7eSauArbzXCJzNpzi97g0ACLLBTDu7nr0uj1cdg0XohBSSl3WNG0ecAnIATYppTZ5OKxCL3XtWmzZ2QS0aeP0TKL/T2JOIlN3TQVgTPMx1AmpY//F2cmwdaZ+3GNmsVy2snJPDJO/OQbA1L4NGNwu0rMBCSHcThJYUWCydu/myrhxoBRhY0YT8vDDhtpJy0tj0ZFFfH7qc8w2MyYvEwMbDOTJ2590bEMLV7LkwY63Yfs8sOZBqVB9qnCTxyBuH6mHviekWV+o6sCapSLo2OU05mw4RdTZRADCgvwYfVdtHmlVFV/v4rvjpRBFnaZpIcB9QA0gFfhK07SBSqnP/uvrRgAjACIiIoiOjnb63klJSbf+okJIWa3kLfsUAEvPnn/7s3DVMymleO3YayTnJtOkbBM6BnR06M88dPfrBOemklOpDdf9G4IT36/C+H364UQy87ZfBWBU+3C6RGh2//kUxudxljxT0VDcnskTzyMJrCgQuSdOEPfsKJTZTMjAgZQbOdLhNvKseXxx6gs+OvIRGfkZAPSt2Zfnmj1HpdKVXB2y/WJ2wvdjIPG0ft50AHSfDoE3djuu2po0awVCqkZ6LER3i0nK4s1NZ/jud33GYZCfDyPvqMkTHWsQYJIfM0IUAd2Ai0qpBABN09YB7YG/JbBKqUXAIoCWLVsqV+2CXxR308/YsoW4a9fwrVqVmv0fRvP+e91qVzzTl6e/ZH/yfoJMQczrNo/wQAfWr14/Dqe/As2bUve/RWRFxyo3/JPC9H1ave/Sn8nrK73rM7xTTYfbKEzP4yryTEVDcXumgn4e+c1SuF1+TAyXnhqBLSuL4F73UHHSRIemkdqUjfUX1/PuoXe5nHkZgDaV2jC2xVjql6vvrrBvLTsZtkyBg3r5BMrVgj4LoEZnz8VUwBIy8nj3l7Os2nMJi01h8vZicLvqPHtnLUIC3VdKQgjhcpeAtpqmBaBPIb4L2O/ZkAq35OUrAAgdNPB/kldXiE6LZt7+eQBMbjvZseRVKVg/AZQNWo+Aig1cHp8nfbk/lpfW6bXUJ/WqZyh5FUIUXZLACreyJCRwafhTWJOSCGzfjkqzZ6M5UDx937V9vLn/TY4n6Zsz1CpbixdavEDHiI6eW0upFBz9St/VMTsRvE3Q8QXo+HyxXF/03w7EpPDdvniy96fx45GrZOdb0TR4qHkVnu9emyohAZ4OUQjhIKXUHk3T1gAHAQtwiBsjreJ/5Z48SfbevXgFBlLmwQdd3r7ZZmZi1ERyLDn0rtmbe2rc41gDp36A6CgoFQJdJro8Pk9acyCOCWuPoBS8dE89RnS+zdMhCSEKmCSwwm2sGRlcGjESc2ws/o0aEfHOu3jZWeD9QuoF5h+Yz7a4bQCElQpjVLNR3HfbfXh7uf5Nt92SL8APL8CFrfp59Y76qGuYA5tqFGEHopN59OPdmK3qz8+61a/AuLvrUTc8yIORCSGcpZSaAkzxdBxFQfIKfWZ1mYcexLt0aZe3v+jIIo4lHSM8MJxJbSY5drE5Fza+rB/f+TIEuK+0T0FbdzCOcWt+RykY37MuT98hyasQJZEksMItbHl5xD07iryTJzFVr07VRR/hXTrwltdti93G2wff5nzGeWzYCPAJYFijYQxuMJgAXw+O7FnyYec7sP0NsOTqb7V7zNDXu5aQXXUTM/MYv/bI35LXx1tX4/UHb/dgVEIIUbAsSUmkf/89aBqhAwe6vP3D8Yf5+MjHaGi83vF1xzcn3L0QUmOgQgNoMczl8XnKN4cu8+JXevL6Yo86PNOllqdDEkJ4iCSwwuWU1cqVF8eRvXcvPmFhVF2yxK7i7j9d+IkJURP+PO9atSuT202mfCkP1wyN2aWXxkk4pZ83eUxPXgNLTi3Tn09eZ8LaIyRm5gOgAX6+XjzUoopnAxNCiAKWsno1ymymdNeumKpVc2nb2eZsJv02CauyMqzhMFqFO1gnPf0KbH9TP+45C7yLx6953x6+zAtfHsam4IXudRjVtbanQxJCeFDx+MkmCg2lFNdem07G5s14BQVRdfHHmKpE3PK6PGseb+x7489zL7y4Pex2zyavOSmwZSocWKafh96mTxeueYfnYipg2fkWZvx4klV7LgHQ/rZyDGkfyf7TsfRsUYsW1UM8HKEQQhQclZ9PyuefAxA6eJDL25+7by6xGbHUDanLqGajHG9gyzQwZ0G9PlCzi6vD84jvf7/C86v15HVMt9r8+y5JXoUo6SSBFS6V+N5CUlevRjOZqPr+QrsLu8/fP5/E3ES0G/8zeZtoWbGlm6P9fygFx9bChpcgKwG8fPUNmjqNLRGbNP3hcGwqz68+zMXELEzeXozvWZcnOtTAy0ujbmAukZK8CiFKmPQNG7AmJOJXpw4Bbdq4tO1fLv3C2rNrMXmZmNVpFiZvB3dyj90HR77QNxbsMcOlsXnKj0euMuZG8vrvrrUY061k7DchhLg5SWCFy6R8/jmJCxeClxcRC+YT0Mq+qU+/xv7KqlOr8PHy4dV2r3Luyjm61+tO0wpN3RzxP0i+CD+OhfM/6+fV2kPftyDMvkS8OLBYbbz/63ne/vksVpuibsUg3nq0KfUrObgOSwghihGlFMmf6mXTQgcPculO+Ik5iUzdORWAMS3GUDvEwVFGmw023FiC024UhDpf89XT1h+9yr+/OITVphh1Zy2e7y7JqxBCJwmscIn0DRu49tp0AMKnTSXorrvsui4+O57JOyYDMKb5GB6o9QDRPtFEVoh0V6j/zGqGne/Ctjn6Jk3+ZaHHdGg6EBwo+1PUxSRl8fzqwxy8lArA8I41ePHuuvj7enDnZyGEKARyDh0i9/hxvENCCO7Tx2XtKqV4dcerpOSl0KZSGwbUH+B4I0e+gMsHoHS4PluoiNtw7BrPfa4nr890uY2xPep4rnSeEKLQkQRWOC1r926ujBsPShE2ZjQhDz9s13VWm5WJURNJzUulQ+UODGrg+vVEdrm0R9+kKf6Eft74EegxE0qHeSYeD1BK8dX+OKZ9f5ysfCvhwf682b8JHWqVnI2qhBDiZv4YfS37SH+8/F23nOSrM18RdTmKIFMQMzrMwEtz8KVpXoa+XwNA92ng5/qyPgVp0/FrjFp1EItNMfKOmoy7u64kr0KIv5EEVjgl98QJ4p4dhTKbCRk4kHIjR9p97dLjS9l7bS+h/qHM6Gig03ZWTir8PA32f6Kfh9TQN2m67c6CjcPDkrPyeWntETaduA5A78aVmHl/I8oGOLj+Sgghiinz5ctkbN4MPj6EPPa4y9q9mHbxzw0MX237KuGB4Y43EvUmZF6HiJZwe3+XxeYJm09c59kbyeuIzjV5qWc9SV6FEP9DElhhWH5MDJeeGoEtK4vgXr2oOGmi3R3N7wm/896h9wB4vePrBbvbsFJwfB2sfwmy4vVNmjqMhs4vgm+pgoujENh6Op7xa46QkJFHkJ8Pr93fkPubRsgvDEII8RfJq1aBzUZwr174VqzgkjbNNjMToyaSa82lT80+9KzR00BgF2DXQv34njlFesnLzyev88zKA5itiuEdazDxHklehRD/TBJYYYglIYFLw5/CmpREYPt2VJ49C83OjjMjP4MJ2ydgVVaGNBhCh4gObo72L1Ki9U2azm3Rz6u21TdpqlC/4GIoBHLyrcxaf5Llu2IAaF0jlPn9m1AlJMDDkQkhROFiy84m9as1gGtL53z0+0ccTzpOpcBKTGozyVgjG18Ba75en7yKh3bud4Gtp+L512cHMVsVwzpE8nLv+pK8CiH+X5LACodZMzK49NQIzLGx+DdqRMQ776KZ7JtuqpRi+q7pXM68TINyDRjdfLSbo73BatbfUv86Gyw54F8Guk+HZoOK9BtrI45dTmP0F4c4n5CFr7fG2B51eapTTby95JcFIYT4b2nffostPZ1STZtSqnFjl7R5OP4wHx/9GA2NmR1nEmQKcryR87/A6R/BVBq6TXVJXJ7w6+l4Rq44QL7VxtD2kbzap4Ekr0KIm5IEVjjElpdH3LOjyDt1ClP16lRd9BHepQPtvv7b89+yPno9pXxKMbfzXHy9fd0Y7Q2x++D70RB/XD+//WG4+3Uo7ZppYEWF1ab4cNt5Fmw+g8WmqF2hNAseaUqjiDKeDk0IIQolZbORvOIzAEKHDHZJm1nmLCZGTcSmbAxrNIxW4faVnPsbqwU2TNSPO42FIANrZwuB7WcSGHEjeR3crjpT+kryKoS4NUlghd2U1cqVF8eRvXcvPmFhVF2yBJ/QULuvv5h2kdf3vA7AK21foXpwdXeFqstNgy1/bNKkoGx16DMfanVz730LodjkbF748jD7olMAGNo+kpfuqSflcYQQ4iayduwg/8IFfMLDCermmr5j7r65xGXGUTekLqOajjLWyP5PIOEUhERC22dcEldBizqbwFPL95NvsTGwbTWm3dtQklchhF0kgRV2UUpx7bXpZGzejFdQEFUXf4ypSoTd1+db85mwfQI5lhx61ehF35p93RksnPgG1k/Qd2b08oH2/4bO48BUstZ4KqVYd/AyU747TmaehQpBfsx7uAmd65ScEkFCCGFU8vIVAIQMeBzN1/kZQz9f+pl1Z9dh8jIxu9NsTN4GdnvPToatM/XjHjPB13UlfQrKjnOJDP90P3kWG4+3qcZr9zaS5FUIYTdJYIVdEt99j9TVq9FMJqq+vxD/unUduv7tg29zMvkkEaUjmNx2svs6qpQY+OlFOLtJP6/aBvq8BRUbuOd+hVhqdj4vf32MH49eBaBnw3BmPXg7IYFSHkcIIW4l78IFsqKi0Pz97a5vfjOJOYlM2zkNgOdbPE+tkFrGGto6E3JToWYXqNfb6bgK2s7ziTz56T7yLDYebVWVGfc1wkv2YBBCOEASWHFLyatWkfj+++DlRcSC+QS0cmy9TlRcFMtPLMdH82Fu57mUNrmhyLrVArvfh19ngTkb/MpA96nQfGiJ26QJ9KlZL371O9fT8wg0eTP13ob0a1FF3nALIYSdklfoo69l7rsP77JlnWpLKcXkHZNJyUuhbaW2PF7fYC3Z68f16cOaN9w9C4rYz/Rd55N4Ytk+cs02+reswusP3C7JqxDCYZLAiptK37CB69NnABA+bSpBd93l0PWJOYm8suMVAEY1G0XjMNfs4Pg3cQf0TZquH9XPGz2kd+xBFV1/r0Iu12xlzoZTLN0RDUDL6iHM79+UauVK1tRpIYRwhjUtjbRvvgUgdNBAp9v78vSX/Hb5N4JNwczoMAMvzcCLVaX0pTHKBq1HFLmZRXsu/Cd57deiCrMfbCzJqxDCELclsJqmfQL0AeKVUo1ufDYVeApIuPFlk5RSP7krBuGcrN27uTJuPChF2JjRDk+hsikbk6ImkZybTJtKbRjWaJhrA8xNh1+mw96P0Tdpqga950Pt7q69TxFx4ko6Y1Yf4sz1THy8NJ7vXoen77hNyuMIIYSDUtesQeXkENihA361DE71veFi2kXm7Z8HwOR2k6kYaPDl6qkfIDoKSoVAl4lOxVTQ9kUnM2zZPnLMVh5sHsGchyR5FUIY584R2GXAe8Dy//p8gVJqnhvvK1wg5/hx4p55FmU2EzJwIOVGjnS4jU+Pf8quq7sI8Qvh9Y6vG3vj/E+UgpPf6W+iM67qU6naPwd3TChxmzSBXh5ncdQF5m06jdmqqBkWyFuPNKVxFeemvAkhREmkLBaSP1sJQOjgQU61ZbaZmRg1kVxrLn1r9qVnZE+DDeXCxpf14ztfhgD7KwB42v7oZIZ+spfsfCsPNIvgjX5N5MWqEMIpbktglVLbNU2LdFf7wn3yY2KIHTESW3Y2wb16UXHSRIfXTh5LPMY7B98BYEbHGVQIcFHN1dRY+GkcnFmvn1dppW/SFN7INe0XS9S6VwAAIABJREFUMZdTc3hh9WH2XEwGYFDb6kzqVZ9SJimPI4QQRmRs+RnL1auYIiMJ7NTJqbY+/P1Djicdp3JgZSa2cWLUdNd7kBoDFRpACxfPZnKjAzEpDPlkL1n5Vu5rWpl5D0vyKoRwnifWwI7SNG0wsB8Yq5RK8UAM4v9hSUjg0vCnsCYlEdi+HZVnz0JzcBOkLHMW47ePx6IsDKw/kM5VOjsfmNUCez6Era+DOQv8gqHbFGjxRIncpAng28OXeeWbY2TkWihf2o83+jXmznouelEghBAlVPJyfeJYyKCBDvd/f3U4/jCLjy5GQ2Nmx5kEmYKMNZR+BaLm68c9Z4F30di+5OCl/ySvfZtU5k1JXoUQLlLQPwU/AKYD6sZ/3wSe+Kcv1DRtBDACICIigujoaKdvnpSU5HQbhY0rn0llZZE3bjwqNhatdm2sL75IzJUrDrcz/9R8YjNiqVm6Jg+Wf9Dh791/P5Mp8Tjldr6GX/IpALIie5DcejzWgDC4dMnh+DzBld+njDwrb0Vd5edzaQB0iAxi3B2VKeuf7ZJ/J/aQf0tFQ3F7puL2PKLwyTl6jJyDB/EKCqLs/fcbbifbks3EqInYlI0nGj1By/CWxoPaMk1/cVuvj146pwg4HJvKkCV7ycyz0LtxJRb0b4KPd8l82SyEcL0CTWCVUtf/ONY07WPgh5t87SJgEUDLli1VZGSkS2JwVTuFiSueyZaXR+zwp1AXLmCqXp3qny7DJ9TxNTbfn/+erde3UsqnFAu6LaBmmZqG4omMjNQ3ado6E/Yu0nddLFMNer9JYJ0eBBpq1bNc8X3aeT6Rset+52paLgEmb6b0bUD/llU9Uh5H/i0VDcXtmYrb84jCJXmFPvpatl8/vAKN9zSLzy8mLjOOeqH1GNV0lPGAYvfBkS/A2wQ9ZhhvpwAdiUtl0JI9ZORZ6HV7OG8/0lSSVyGESxVoAqtpWiWl1NUbpw8Axwry/uKfKauVKy+OI3vfPnzCwqi6ZImh5PVS+iVm7NY72Jdav2Q4eQXg5Pfw03jIuHJjk6Z/Q5eXwFQUU1fn5VmszNt4msW/XUQpaFq1LG890pTI8iXzz0MIIVzNHB9P+voN4OVFyIABhttZfGQxm69txkfzYVbHWfh6+xpryGaD9eP143ajILSG4ZgKytG4NAYu3kNGroWeDcN5+9FmkrwKIVzOnWV0Pge6AOU1TYsDpgBdNE1rij6FOBpwfGtb4VJKKa69Np2MzZvxCgqi6uKPMVWJcLgds9XM+O3jybZkc3fk3TxQ6wFjAZ38gcobJkPaBf08ogX0fRvCbzfWXjFw6lo6Y744zKlrGXh7aTx3Vy1G3VlLfikQQggXSv3iCzCbCere3VA/CLDv2j7ePvS2fqJBpjnTeEBHvoArB6F0OHQaa7ydAnLschoDl+whPdfC3Q0r8u7jzfCVfkoI4Qbu3IX4sX/4eIm77ieMSXz3PVJXr0Yzmaj6/kL869Y11M67h9/9c6fFV9u9amxK65GvYN1wTH+ctxsF3V8Dr5K5o67Npvhkx0XmbjxNvsVGZLkAFjzSlGbVQjwdmhBCFCu2vDxSvlgNQOiQwYbbWXly5Z/HSin2X99P0wpNHW8oLwO2TNWPu08Dv9KGYyoIx6+kMWDxHtJyzHRvUJF3H2suyasQwm2KxlZ2wi2SV60i8f33wcuLiAXzCWjVylA7Oy/vZOmxpXhr3szpPIdgU7DjjZhzYdPL/znXvPU6dyU0eb2alsOLX/3OjnP6pjWPta7GK73rE+gn/2SFEMLV0n/4EWtyMn4N6lOqRQtDbdiUjRNJJwDQ0PD18qVlRYObN0W9CZnXIaIl3N7fWBsF5MSV9D+T1271K7Dw8eaYfCR5FUK4zy1/G9Y0rSXwMlD9xtdrgFJKNXZzbMKN0jds4Pp0fb1q+LSpBN11l6F2knKSmPTbJAD+1eRfxt40g/6mOfM6oKE0Dc3bBJHO1d8rqn44coVJ646SnmuhXKCJ2Q81pnuDip4OSwhRiEjf7DpKKZJXrAAgdPBgw5viRcVFcTXrKqH+ofQK78Xd9e821icmnYddC/Xje+YU6lJxJ6+mM2DxblKzzXStV4GFAyR5FUK4nz3DOSuBccBRwObecERByNq9myvjxoNShI0ZQ8jDDxtqx6ZsvLzjZZJyk2hZsSXDbx9uLKAzm2DPB+DlA30WkBp3lpBmfaFqa2PtFVHpuWamfHucrw9dBqBrvQrMeagxYUF+Ho5MCFEISd/sItl795F36hTe5csT3KuX4XaWHV8GwBONnuCOwDuIrBBprKFNk8GaD00ehypOlN9xs9PXMhiweA8p2Wa61A3jg4HN8fMpmbOmhBAFy54ENkEp9Z3bIxEFIuf4ceKeeRZlNhMycCDlRo4w3NZnJz5jx+UdlPErw6xOs/A2Mt03Mx6+fUY/7joZmg8mLTSakKqRhuMqivZcSOKFL3/ncmoO/r5evNK7AQPaVPNIeRwhRJEgfbOL/FE6J+TRR/EymW7x1f/sWOIx9l/fT2nf0jxU+yESryQaC+b8L3D6RzCVhm5TjLVRAM5cz+Dxj3eTnJVP5zphfDiwhSSvQogCY08CO0XTtMXAz0DeHx8qpda5LSrhFvkxMcSOGIktO5vgXr2oOGmi4QTpRNIJFhxcAMBr7V8jPDDc8UZsNvj6achKgBqd9VI5JUy+xcaCLWf4cNt5lILGVcqw4JGm3BZWuDfsEEJ4nPTNLpAfG0vmz7+g+foS8ugjhtv5Y/T14ToPU9pUmkQMJLBWC2yYqB93GgtBBvrVAnAuXk9ek7Ly6VS7PIsGtcDfV5JXIUTBsSeBHQbUA3z5zzQlBUgnWYSY4+O59ORwrElJBLZvT+XZs9AMrqvJNmczYfsELDYLj9R9hK7VuhoLas8HcP5nKBUKD3xUqNf5uMPZ6xmMWX2Y41fS8dLgua61eO6u2rJzoxDCHtI3u0DKZytBKYJ798anfHlDbcRlxLE5Rq/7OqC+8fqx7P8EEk5BSCS0fcZ4O250Lj6TRxftITEzn461yvPx4JaSvAohCpw9CWwTpVTJLcJZDFgzMogdMRJzXBz+jRoR8c47aAanSQHM2juL6PRoapWtxYstXzTWyNXfYfON6VH3vQfBlQ3HU9Qopfh0ZzSz1p8iz2Kjamgp3nqkKS2qh3o6NCFE0SF9s5OsmVmkrl0LQOjgQYbb+ezkZ9iUjT639aFioMEN97KTYetM/bjHTPD1NxyPu1xKzWPsyt0kZubR/rZykrwKITzGngR2t6ZpDZRSJ9wejXA5W14ecc88S96pU5iqV6fqoo/wLh1ouL2fLvzEN+e+wc/bjzc6v4G/j4FONj8L1jwJNjO0Gg71ehuOp6i5np7LuDVH2H4mAYCHW1Rhyr0NKS3lcYQQjpG+2UlpX3+NLTOTgJYt8W/QwFgbeWmsO6sPeg9uYLx+LFtnQm4q1OxSKPvEH45cYfzaC2SbbbSrWY4lQ1pRyiTJqxDCM+z5rbkjMETTtIvo62xkq/4iQlmtXHlxHNn79uETFkbVJUvwCTU+yheXEcf03dMBGN9qPLVCahlraMNESDoLYfWgxwzD8RQ1G45d5aV1R0nNNhMS4MusB2+nZ6NKng5LCFE0Sd/sBGWzkfyZXjonxInR1y9Pf0mOJYf2ldtTN7SusUauH9enD2vecPcsKGSb9209Hc+oVYcA/lzuIsmrEMKT7Elge7o9CuFySimuTXuNjM2b8QoKourijzFViTDcntlmZkLUBDLNmXSr1o2H6xgrvcOJb+Hgp+DtBw8tAd9ShmMqKqLOJvDat+c5m5gLQOc6Yczr15gKwYVvipgQosiQvtkJmdu2YY65hG9EhOE66PnWfFaeXAnA0IZDjQWiFKyfAMoGrUdARWMjwe70wa/n/zzWgEOxqbSvZWy9sBBCuMJNE1hN07yAH5VSjQooHuEiie++R+qXX6KZTFT94H386xp8M3zDB4c/4EjCESoGVGRq+6nGdi9Oi4Pvbuw03GM6hBf/v1Zf7Y9l/JojqBvnwzvW4OXe9aU8jhDCMOmbnZe8/EbpnAED0LyNjSb+eOFHknKTqBtSl7aV2hoL5OT3EB0FpUKgy0RjbbhRclY+v8emAuAF+Pp40bZmOc8GJYQo8W6awCqlbJqm/a5pWjWl1KWCCko4J3nVKhLffx+8vIhYMJ+Als4VQt9zdQ+Ljy7GS/NidqfZlPEr43gjNiusG6mv8al9t/6muZjbeiqeSV8f/TN59dIgJNAkyasQwinSNzsn98wZsnftRgsIoGy/hwy1YVO2P0vnDGk4xNjPdXMubHpZP77zZQgofBv5LY66QJ7FRrNqZWkZbqJni1q0qB7i6bCEECWcPVOIKwHHNU3bC2T98aFS6l63RSUMS1+/nuvT9XWl4dOmGp4a9YeU3BQmRk1EoXi68dO0DDeYDP82H2J+g9IV4f73C90aH1f7fO8lXvnmGFabwlvTUChM8uZaCOE60jcblLJCX/ta9v778Q4ONtTGb5d/40LaBSoGVKRnDYOzuXe9B6mXoEIDaDHMWBtulJKVz6c7owF4tU8DQmxpREryKoQoBOxJYKe5PQrhElm7dnF5/ARQirAxYwh52OA61RuUUkzeMZmEnASaV2jOiMYGR01j98HWWfrx/R9AYPFdO6OU4s1NZ3hv6zlA3+yiS50wNhw8L2+uhRCuJH2zAZaUFNK++x6AkEEDDbfzx+jroAaD8PXydbyB9CsQNV8/7jkLvAvfTvSLf7tAVr6VO+qE0axaCNHRaZ4OSQghADsSWKXUNk3TKgKtbny0VykV796whKNyjh8n7tlRYDYTMmgQ5UY6P0V31alVbIvbRpApiNmdZuPjZaCDzU2HtU+CskL756CWcyPChVm+xcaEtUf4+tBlvL00ZtzfiMdaVwOgHOny5loI4TLu6Js1TSsLLAYaAQp4Qim1y7lIC5fU1V+i8vIIvKMzfjVqGGrjeOJx9l3bR2nf0jxU29gUZLZMA3MW1Oujl84pZPTR1xgARner7eFohBDi77xu9QWapvUH9gIPA/2BPZqm9XN3YMJ++TExxI4YiS07m+Bevag48SWn11meTj7N/P362+Fp7adRqbTBci8/joXUGKjUBLq+6lRMhVlajpkhn+zl60OXCTB5s3hIyz+TVyGEcDU39c1vAxuUUvWAJsBJJ9srVJTZTMqqVQCEDjZes/WP0dd+dfpR2lTa8QZi98GRL8DbVGhLyS357SKZeRY61S5P82ry8lUIUbjYM6T2MtDqjze7mqaFAVuANe4MTNhHJSVzacIErElJBLZvT+XZs9C8bvle4qayzdmM2z6OfFs+/er0o3v17sYa+n01HP0SfAP0kjk+JqfiKqyupOYwdOlezlzPJCzIj6VDW9EowsBGV0IIYT+X9s2apgUDnYGhAEqpfCDfJZEWEukbN2GJj8dU6zYC27c31MblzMtsitmEj+bDgPoDHG/AZoP14/XjdqMg1NgosDulZuez7Mba1zEy+iqEKITsSWC9/mtaUhJ2jNwK98vcsYPcF8dBSgr+jRoR8c47aCbnk8S5++ZyMe0iNcvUZHyr8cYaSb6gj74C3DMHyhfPTvDElXSGLdvL9fQ8alUozdKhragaGuDpsIQQxZ+r++aaQAKwVNO0JsABYLRSKuvmlxUdySv00jmhgwYbnqX02YnPsCkbvWv2Jjww3PEGjnwBVw5C6XDoNNZQDO72yV9GX1tUL3w7IwshhD0J7AZN0zYCn984fwT4yX0hCXtkHzxE7FMj9Le5mkb5557Du3Sg0+1ujN7I2rNrMXmZmNt5LqV8SjneiNUMa4dDfgY0uB+aDXI6rsJo+5kEnll5kMw8C21qhLJoUEvKBBjYzEMIIRzn6r7ZB2gOPKeU2qNp2tvAS8Dkv36RpmkjgBEAERERREdHO3FLXVJSktNt3Irt5Enyfj8CQUGkNmlMmoG4M82ZrDmtD3B3D+l+02f/p2fSzFlEbJyMD5DQbBRZVxOBRIfjcKeMPCtLfrsAQP8GQX97xoL4PhWk4vY8IM9UVBS3Z/LE89izidM4TdMeAjoAGrBIKfW12yMTN5W8bJmevAJoGnmnThF0R2en2rySeYVpO/WNLce2HEvd0LrGGvp1Flw+AMFVoO9bxbJkzpf7Y5m07igWm6Jvk8rMe7gxfj7eng5LCFFCuKFvjgPilFJ7bpyvQU9g//u+i4BFAC1btlSRkZFO3PI/XNXO/+fyO++SB5R79FEq1KtnqI3FRxeTa8ulXaV23Nnozlt+/f880+YpkJMIES0Ju/NZwpxc7uMO8zefISvfRoda5ejbrsH//P/u/j4VtOL2PCDPVFQUt2cq6Oexa1tZpdRaYK2bYxF2siQnk7Vjh36iaWgmEwGtW938olu1abPwUtRLZJgz6FKlC4/Ve8xYQxej9NIAmhc89DGUKl6bPyileGvLWd7++SwAT99xG+PvrouXV/FL0oUQhZsr+2al1DVN02I1TaurlDoN3AWccEXbnma+do30jRvB25uQx431bfnWfFaeXAnA0IZDHW8g6Tzsfl8/vmcOFMLkNS3HzNIdFwEYfVcdD0cjhBD/v1smsJqmPQjMASqgv+XVAKWUMlb9Wzgtfs5cbFlZ+DVqiLVlSyLuvpuAZs2cavOjIx9xKP4QFUpV4LUOrxlbH5SdDOtGAAo6jYPqxjbJKKzMVhuT1h3lqwNxeGkw7d6GDGoX6emwhBAlkJv65ueAlZqmmYALwDCnAy0EUlZ9DlYrwb3uwbeSsR31f7zwI4k5idQJqUO7yu0cb2DTZLDmQ5PHoUpLQzG429IdF8nItdD+tnK0riFrX4UQhZc9I7Bzgb5KqWK1nX5RlbV7N2nffotmMlFl3jyuAAFODtvvu7aPRUcWoaExq9MsQvwNjJoqBd89BxlXoEpruGOCUzEVNhm5Zp5ZeZCos4mU8vXm3cea0a1BRU+HJYQouVzeNyulDgOFM7syyJaTQ+rq1QCEDDK2H4NSik+Pfwroo68Ov+A9/wuc/hFMpaHbFEMxuFtajpklv/0x+lo8N10UQhQf9iSw1yV5LRxseXlcm6qvUS3/r6cxRUaCkxtopOamMjFqIjZl46nbn6J1pdbGGjqwDE79AH7B+tRhb7tmpxcJ19JyGbZsHyevplO+tIklQ1rRpGpZT4clhCjZpG+2Q9r332NNS8O/cWNKNW1qqI2oy1GcTztPhYAK9Izs6djFVjNsmKgfdxoLQQZ2Li4Ay3ZEk5FroV3NcrSpWc7T4QghxE3Zk2Xs1zRtNfANkPfHh0qpdW6LSvyjpEUfkx8djalmTUKffNLp9pRSTNk5hevZ12kc1ph/Nf2XsYYSTv+ng+6zAEIinY6tsDh1LZ1hS/dxNS2XmuUDWTasNdXKSZkcIYTHSd98C0opUlasACB00CDDpXP+GH0dWH8gvt4O7jS//xNIOKX3i22fMXR/d0vPNf+58/BoqfsqhCgC7Elgg4FsoMdfPlOAdJIFKO/CBZIWLQKg0rSpeLmg3utXZ77il9hfKO1bmjmd5uDrZaAEjCUP1jwJlhx9bc/t/ZyOq7DYeS6RkSsOkJFnoUX1EBYPbklIoPN/7kII4QLSN99C9q5d5J09h0+FCgTf3ePWF/yD40nH2XttL4G+gfSr42D/lpUEW2fqxz1mgq+/oRjcbdmOaNJz9XJwbWX0VQhRBNhTRqdYbOJQlCmluDZlKspspsxDDxLQyrkdhwHOppxl7r65AExpN4UqQVWMNbRlKlw/CiE1oNdcp+MqLL4+FMf4NUcwWxW9bg9nfv+m+PtKmRwhROEgffOtJX+6HICQxx9DM/jS94/R1361+xFkCnLs4l9fh9w0qNkF6vU2dH93y8j9y9pXGX0VQhQRxWehYjGW9vU3ZO/bh3dICBVefNHp9nItuYzfPp48ax4P1HqAnjUcXNPzh7Ob9bIAXj7w0BLwc7BzL4SUUizceo55m84AMLxjDSb1qi9lcoQQogjJj44mc9s2ND8/yvbvb6iNK5lX2BS9CR/Nh4ENBjp0rW/KWX36sOYNd88qtPXQP90ZTVqOmdY1Qmkno69CiCJCEthCzpKSQvxcfWSz4ksT8Alxvq7qvP3zOJd6jsjgSF5q/T916u2TGQ/f3Fgze+fLUKWF03F5msVqY/K3x/h8byyaBq/2acCwDjU8HZYQQggHJa/4DIDgvn3wCTVWEmbFiRVYlZXeNXsTHujA5ktKEbpnDigbtB4BFRsYur+7ZeSaWXxj9HXMXbUNrxEWQoiCJglsIRc/9w2sqakEtG1L8L33Ot3ezzE/s/r0any9fJnbeS4BvgY2JLLZ9OQ1KwFqdIYOY5yOy9Oy8iw8u+ogv55OwM/Hi7cfbUrPRsbqBQohhPAca3o6qV9/DUDooMGG2kjLS2Pt2bWAXjrHIVHzKXVtH5iCoMtEQ/cvCMt3xZCabaZVZAjtbpPRVyFE0eF1qy/QNK2ipmlLNE1bf+O8gaZpzm+BK24pa89e0r7+Gs3Xl/Aprzr9dvRa1jVe3fkqAM+3eJ765eoba2jPh3BuC5QKgQc+Aq9b/jUq1OIzcnlk0S5+PZ1ASIAvq55qK8mrEKJQk775/5e6dh0qO5uAtm3xr1vHUBtrzqwhx5JD20ptqRdaz/4Lo3fAL9P1Y0suJJ0zdH93y8yz8HGUvvPwmG51ZPRVCFGk2JN5LAM2ApVvnJ8Biv6QWyFny8/n2hS94Hm5p0fiV8O5qaxWm5WXol4iPT+dThGdGFjfsfU8f7p6BLbcKMR+73sQXPnmX1/InYvP4IGFOzl2OZ3q5QJY90wHWlR3fpq2EEK42TKkb/4fymol5TN9+nDoYGOjr/nWfFaeXAkYGH3d9R76ZtDoU4ijowzF4G7Ld0WTmm2mZfUQ2svoqxCiiLEngS2vlPoSsAEopSyA1a1Rif/UfK1Rg3JPPeV0ex8f/ZgD1w9QvlR5pneYbuxta342rH0SrPnQ8gmo38fpuDxpz4UkHnx/J5dTc2hatSzr/tWeGuUDPR2WEELYQ/rmf5Dxyy+YL1/Gt1o1Sne5w1AbP138iYScBGqH1KZ95fb2X2jOgdg9ACg08DZBZCdDMbhTVp6Fj7f/p+6rjL4KIYoae9bAZmmaVo4brxQ1TWsLpLk1qhIu78JFkj76CIBwF9R8PRR/iA9+/wCAmR1nUq6UwbetGydC4hkIq6fXtCvCvvv9Ci9++Tv5VhvdG1TknUebUcokZXKEEEWG9M3/IGX5CgBCBw5EM7C8RSn1Z+mcoQ2HOpbc7V8K2UkQUpPUGr0IaXYfVG3tcAzutnxXDCnZZlpUD6FjrfKeDkcIIRxmTwL7AvAdcJumaTuAMMDBat7CXkoprk2bptd8ffBBAls71/ml5aUxYfsEbMrGsEbDHHub/FcnvoMDy8DbTy+ZYzKw+VMhoJTio+0XmL3+FABD2lXn1b4N8ZYyOUKIokX65v+Se/Ik2fv24RUYSJkHHzDUxo4rOziXeo4KpSpwT+Q99l+Ylwm/zdePe75Oml99QqpGGorBnbL+svZ1tOw8LIQoom6awGqa5gX4A3cAdQENOK2UMhdAbCVS2rffkr1nj17zdZxzNV+VUkzbNY2rWVdpVK4RzzV9zmBQl+G7G9d2fw3CGzkVl6dYbYop3x3js92XAHi5V32Gd6ohHbgQokiRvvmfJd8YfS3b7yG8S5c21MayY8sAGNBgAL7evvZfuHeRvjN/RAuo0xNiYgzd391W7I4hOSufZtXK0qm2jL4KIYqmmyawSimbpmlvKqXaAccLKKYSy5KSQvzsOQBUmDDe6Zqv686uY3PMZgJ9A5nbea5jnfEfbFb4eiTkpkLtHtBmpFMxeUp2voV/f36ILSfjMfl4saB/U3o3lp2GhRBFj/TN/8uSmEj6Dz+AphEy0NgmhSeSTrDn2h4CfALoV8eBweycVNjxtn7c9RUopC9Fs/P/s/ZVdh4WQhRl9iwQ2aRp2kOa/KRzu/g35uk1X9u0ocx99znV1oXUC8zeOxuAV9q+QtXgqsYa+m2BvotiYAW47/1C2zHfTEJGHo8t2s2Wk/GUKeXLyuFtJHkVQhR10jf/Rcrq1SizmdJdu2Kqaqy/+2Pta786/Qg2Bdt/4e739Ze81TtCzTsN3bsgfLY7hqSsfJpWLUtnGX0VQhRh9q6BDQQsmqblok9VUkopB366i1vJ2rOXtHXrbtR8neLUm9E8ax7jto8j15pL35p96VPT4G7Bcfth6+v68QMfQOkwwzF5yvmETIYu3Utscg5VQkqxbFhralUwNrVMCCEKEembb7Dl55Py+RcAhA4aZKiNq5lX2Ri9EW/N27Eyc1lJsOt9/bjry4X2JW92voVFsvOwEKKYuGUCq5QKKohASjJbfj7Xpk4FoNzIkfjVdK7m6/z98zmTcoZqQdV4ue3LxhrJTddL5igrtBsFtbo5FZMn7I9OZvjy/aRmm2lcpQxLhrQiLMjP02EJIYTTpG/+j4z167EmJuJXty4BbYxtfLji5AqsykqvGr2oVNqBGTo734b8DLjtLqhucJPEArBy9yUSM/NpUqUMXeoUvZfRQgjxV/aMwKJpWghQG33TCACUUtvdFVRJk7R4MfkXL2KKjKTcCOdqvv4a+yurTq3CR/Nhbue5BPoarGv60zhIiYbwxnDXq07F5Ak/Hb3KmNWHybfYuKteBd59vBkBJrv+ugshRJEgfbO+WWHyp8sBCB08yNDIYnp+OmvPrAX00jl2y7gGexbpx10NviwuADn5Vj7afh6Qta9CiOLhlr/Ra5o2HBgNVAEOA22BXUBX94ZWMuRdvEjSh3/UfJ3mVM3X+Ox4Ju+YDMDo5qNpWL6hsYaOfAlHvgDfAOj3CfgUrVHLxVEXmPnTSZSCAW2qMe3ehvh4O14PUAghCivpm3U5Bw+Se+IE3iEhBPcxtlxmzZk1ZFuyaVOpDfXL1bcO+ZvvAAAgAElEQVT/wqj5YMmBen303YcLqZV7YkjMzKdxlTJ0qSujr0KIos+e3+pHA62AGKXUnUAzIMGtUZUQes3X11D5+ZR54AECDU59ArDarEyMmkhqXirtK7dncMPBxhpKvgg/vKAf95wN5WsbjqmgWW2Kad8fZ8aPevI6vmddZtzfSJJXIURxJH0z/Dn6WvbRR/Dyc/xlq9lqZuWJlYCDo6+psXBgKaDBnZMcvm9Bycm38uE2qfsqhChe7JlTmauUytU0DU3T/JRSpzRNq+v2yEqA9O++I3v3brzLlqXC+HFOtbX0+FL2XttLqH8oMzvOxEszkLRZzbB2uL6ep/690NxgEuwBuWYro784xMbj1/H11pj3cBPuaxrh6bCEEMJdSnzfbL58mYwtW8DXl5BHHzPUxk8XfyI+J55aZWvRoXIH+y/c/gZY86HRQ1DR4GynArBq7yUSM/O4PaIMXetV8HQ4QgjhEvYksHGappUFvgE2a5qWAlxxb1jFnyUlhet/1Hwd71zN198Tfue9Q+8BMKPDDMqXMrg9/rY5cHk/BFeBe98ptLsp/rekzDyGL9/PoUupBPn7sGhQS9rdVs7TYQkhhDuV+L45eeUqsNkI7t0b34qOJ2dKKZYdXwbAkIZD7B+dTDoPhz4DzQu6THT4vgUl12zlw2362lcZfRVCFCf27EL8wI3DqZqmbQXKABvcGlUJED9vHtaUFAJataLMA/cbbifLksWE7ROwKiuDGwymU5VOxhqK/g22zwM0eHARlDKeUBek6MQshi7dS3RSNhFlS7F0WCvqVJTNOYUQxVtJ75ttWVmkrlkDQOhgY7OFdl7ZybnUc1QoVYHeNXrbf+G2OfoO/U0HFuplNqv2XCIhI49GEcHcVV9GX4UQxYc9mzhV+8vpxRv/DQcu3eK6T4A+QLxSqtGNz0KB1UAkEA30V0qlOBx1Efd/7N15WFXV+sDx72YeBRRQRAXn1DTBAU1FrdTMsjSHBnPoestb3UwbbsPtSqP+GszKa926V7SyUnNo1jQzJREVxRGnFBAZBWUUOMP6/XHQNGU4BzjnyHk/z9PjOYe913o39LBZe631vqU7d1KwqrLm60sxFj8VVUqx6OgiThefpkvTLsyMnGlhQPmw+iFAQfTTEG7GMiob2pN2lr8s3UV+SQVdQ5oQO60PzZt41HyiEEJc4yy9NzcW577+GmNhIZ4REXh2v96iNi7Mvt7X5T5cnV1rd1LOYVOiQydXGPyMRf1aw+Wzr5J5WAjRuNRmCfH3gMJUJN0DaAscAWra9LEEWAh8cslnzwI/K6XmaZr2bOX7f5gZ8zXNWFFB5pwYAJo99BDu7dpZ3Nb7e95nS+4W3JzdeCP6DdycLchgrBR8+zgUnoZWfWHwsxbHY03rD2Yx88s9lOmMRHcKYtH9kfi4S5kcIYTDsPTefM1TRiNnP/0MgKZTLJt9Tc5LZnvmdrxcvBjfeXztT9z8OqBMOSICwizq2xq+3JFGTlE53Vo24RaZfRVCNDK1WULc/dL3mqZFAg/X4rwtmqaF/+njO4Ehla+XAptxsAFs/v/+R8WJE3Wu+bohdQMf7/8YAKMycq78nGUN7V4Kyd+Cmy/c/TE42/8gcMlvJ3npu0MoBRN7t+bVMdfjKpmGhRAOxNJ7c2NQEhdHxcmTuISE4HvLLRa1sfTQUgDGdhxLE7cmtTspcy8c+hpcPCD6KYv6tYYynYEPKmdfH5e9r0KIRsjsv/qVUrsxpe63RHOlVGZlO5mAQz0WrEhJ4cwHHwLQIibGopT/YFo6PD9x/mXvd2XvMr+h3KPwY+WM6+3vQEC4RfFYi9GoeO37Q8R8axq8PjmsE/Pu7i6DVyGEw6vjvfmakv/JpwA0vf8+NBfzH7pmlWSx7uQ6nDVnHuj6QO1P3PSa6d8+06FJS7P7tZblO0+RXVhO15AmDO/a3NbhCCFEvavNHtjZl7x1AiKxQq05TdMeAh4CCA0NJSUlpc5t5uXl1bkNSymlqHjueVRFBc633Exui+bkWnhN6zLWkV6UDoATTjhrzrQytjLve2SoIOT7Sbjrz1Pc/nbONOkD9fA9rg9X+zmV643M3XSazScKcXaCZwaHMqK9K6mpqTaI0Hy2/H+vITS26wG5pmtBY7ueurDVvdnWyn//nZK4ODQPD/zHjbOojc8OfYZBGRjZdiQtfWo5ED21A46tB1dvGPCERf1aQ7newAebZfZVCNG41ebR5aUpXfWY9t2ssrC/bE3TQpRSmZqmhQA5VR2olPoI+Aigd+/eKjw83MIuL1df7Zir4NtvyUhKwtnPj3Yvv4xL06YWtZNRnEHsb7EAPNrzUYoKihh23TB6Bvc0r6H1L0D+EQgIx2fCh/i421fm3kt/TudKK/jrJ7vYmVKIj7sLH07qxcCOFpYKsiFb/b/XUBrb9YBc07WgsV1PHdTnvfmakf+pafbV7647cfb3N/v8oooivjpmyl48pduU2p+46VXTv/1mgE+Q2f1ay4qdp8gqLOO6Fr4y+yqEaLRqswf2pXrs7xtgCjCv8t+v67Ftu2U4d47sufOAypqvFg5elVLM2TaHUn0pt7S5hYd7PExqairhweHmNXRsI8QvBCcXuHsx2Nng9VKn8kuZEruDE7kltGjiQey0PnQJqeV+JSGEaKTq+d58TTCcO0fBWtOfDU0fMGPp7yW+OvoVJboS+rboS7dmtcx3dXILnPwV3P3gxr9b1K81lOsNLNr8R91XJyeZfRVCNE61WUL8TXVfV0qNruK8LzAlbArUNC0dmINp4LpC07S/YEr1b0bqv2tXzttvY8jPx6t3b/zGjqn5hCqsOraK7Znb8XP344V+L1i2NKg4B9bOML0e+jy06mVxPA1tX/o5HlyykzPFFVzXwpfYaX0I8fO0dVhCCGFzlt6br2XnvvoKVVaG98CBuLdvb/b5OoOOz5JN2Yundptau5OU+mP29cbH7LpG+opd6WQWmGZfR3RrYetwhBCiwdRmCfFJTLXlPqt8fy+mGq7rqztJKXVvFV+6ubbBNQalu3ZxbuVX4OpKi5dfsng/SmZxJm/teguA5/s+T6CnBUtolYK1j0BJLoQPsut9PD8nZ/PY53s4rzMwoEMzPpjUiyYetazTJ4QQjZ9F9+ZrldLryV/2OQBNJ1s2+7ouZR05pTm092vPwNCBtTvp+EY4lQCeTaHf3yzq1xrK9QY++OU4YNr7KrOvQojGrDYD2AilVPQl77/VNG2LUur5hgqqsVCX1HwN/OtfLa75qpQiJj6GEl0JN7e5mZFtR1oWUMJ/4PgG0xPkMf8BJ2fL2mlg3xzKZ8HWTIwKxkaGMm9sD9xcJNOwEEJcwqHuzUUbN6LPzMStbVu8B9Zy8HkJpRSxB035I6Z0m1K7h8lKwaZXTK8HzrLr7TYrd6WTUVBG5+a+3Cqzr0KIRq42A9ggTdPaKaVOAGia1haw3wwGdiRv8WIqfv8dt7Awmj38kMXtrD62mm0Z2/Bz9+Of/f5p2Sxu1n7Y8KLp9ej3wS/U4ngailKKJ1fsZfWeTMD0FHnWLZJFUQghrsKh7s35Sz8BIOCBSWhO5j/QjM+I59jZYwR5BjGq3ajanXT4O1PtV5/mptI5dqpCb7ws87DMvgohGrvaDGBnAZs1TTtR+T4cBymWXhcVqamX1HydY3HN18ziTN7c9SYAz/V9zrKlwxWl8NVfwFABvaZBlzssiqWhvbHuMKv3nAbA1VljcKcgGbwKIcTVOcy9+fz+/ZzfswenJk3wv/NOi9pYcnAJAPd1uQ83Z7eaTzAa/qj7OugpcPOyqF9r+CoxndPnztOpuQ8jr5fZVyFE41ebLMTrNE3rCFxX+dFhpVR5w4Z1bVNKkfXSy6jycvzuHI13//4Wt/NS/EuU6EoY2noot7W9zbKAfnoBzhyBwM4w4nXL2mhgKWdK+G/cyYvvjUbF9hN59Aqz34QZQghhK450b87/xFQ6x3/cOJy8vc0+/0j+EeIz4/F08WR8p1rmjjywGnKTwa819DKj3I6VVeiN/Lty7+vfb5LZVyGEY6hxHY6maeMBN6XUXuAO4AtN0yIbPLJrWOF331OybRvOfn4E/+MfFrez9vhafsv4jSZuTXix34uWzUYmfwu7FoOzG4z7n10+RdYbjMxakYTOoHDSwEkDVxcn+rVrZuvQhBDCLjnKvVmXnUPhunXg5ETT+++zqI0Ls693d7wbP3e/mk8w6GFz5cPewc+Ai2UrqKxh1W7T7GvHYB9u6x5i63CEEMIqarOR5EWlVJGmaQOBEcBS4IOGDevaZTh3jux5F2q+Pm1xzdeskize2PkGAM9FPUeQlwVbmwpOwzeVNeuGvQwtulsUS0NbtPl39qSdo0UTD5ZM7ctf+gSzbHo/mX0VQoiqOcS9+eyXX4BOh+8tt+Aaan7uhqySLNadXIez5sykrpNqd9LeLyD/BDRtBzdUVVDB9nSGS2Zfb+6Is8y+CiEcRG0GsIbKf0cBHyilvgZqsYHEMeW8PR9DXl5lzdexFrVxIetwsa6YIa2HMKptLRNOXMpogDUPw/mz0GEYRM2wKJaGtvfUOd79+RgAb0+4gejOQdwfGSSDVyGEqF6jvzcby8s59+VyAJpOmWxRG8uSl6FXeoaHDSfUpxYDYH05/Pp/ptdDngNn+y3ftnp3Oulnz9M+yJtRMvsqhHAgtRnAntY07T/ABOAHTdPca3mewylNTOTcypWmmq8vxVicgGjt8bX8dvo3fN18+Ve/f1nWzm/vQspW8A6Guz4AO0yGdL7CwKwVSRiMigcHtGVABwsSVAkhhGNq9Pfmwu++w3D2LB5du+IZaf7q6KKKIlYeXQmYSufUyu5PoOAUBHWB6+82u09r0RmMvL/pj7qvMvsqhHAktbnZTcBUGP1WpdQ5oCnwdINGdQ1SFRVkxcQA0Gz6X3Bv396idrJKsnhz5x9Zhy1aOpyeCL9UZk+86wPwsc/KCq//kMyJ3BI6BvvwzK2dbR2OEEJcSxrk3qxpmrOmaXs0Tfuurm3VhVLqYvKmplMmW/Qgd9XRVZToSujTog/dArvVfEJFKWwx3X8Z+rzd1koHWLP7NOlnz9MuyJvbe7S0dThCCGFVtclCXAqsvuR9JpDZkEFdi/Jil1B+7DiuYW0IfNiySgZKKV6Of5kiXRGDWw3m9na3m99IeRGsehCMeuj3KHS8xaJYGtovR3L4dHsqrs4aC+7piYer/f6hIIQQ9qYB780zgWSgST20ZbHShB2UHzmCc2AgviNHmn2+zqDj02TTAHhqt6m1O2nX/6A4G1r0sNtyc2CafV1Yuff18Ztk9lUI4Xga1XIjW6lIS+PMokUAhMyZg5OHh0XtfPP7N2w9vdW0dLi/hUuHf3gazqaYEjbdMseiOBpafkkFz3y1D4DZwzrTrWUtskIKIYRoUJqmtcK0p/a/to4l/1PT4DPg3ntwcjN/a++6lHXklObQ3q89A0MH1nxCeRHEvWN6fdOLdrnt5oI1e06Tll9Ku0Bv7rhBZl+FEI5HBrB1dGnN1yaj78D7xhstaie7JJv/22FKHPFs32cJ9go2v5F9K03ZE1084e7Fdpn6XynFc6v3kVtUTt/wpjwU3c7WIQkhhDBZADwDGG0ZREVaGsWbNqG5uhIwcaLZ5yulWHpwKWDa++qk1eJPne0fQmketI6CjsPM7tNa9JdlHu4gs69CCIdU4xJiUb3C73+g5LffcPLzo7mFNV+VUry83bR0OLpVNHe0s2Dp0tkU+H626fXIeRDUyaJYGtrKxHTWH8zGx92FtyfcIDdfIYSwA5qm3Q7kKKUSNU0bUs1xDwEPAYSGhpKSklLnvvPy8i57X/Gf/4BSOA0ZQnpxMRQXm9Xenvw9HDl7BH9Xf653vr7GGJ3KC2kV9y5OQFbX6ZSlppp3AVfx52uqL+uOnCM1r5RWfm5099PVy/e/thrqmmylsV0PyDVdKxrbNdniemQAWweGgoI/ar4+9SQuzZpZ1M63J75lS/oWfF0tzDps0MOq6VBeaNq3E1nLbItWlpZXykvfHATgpdHdaN3Uy8YRCSGEqDQAGK1p2m2AB9BE07TPlFKXFU9VSn0EfATQu3dvFR4eXi+dX2jHUFzM8Z82ANDmkb/hYUH7c4/NBWDy9ZPp2K5jzSf8/AroiqBtNC36TzC7v6rU1/fmAr3ByJcrTwIwa3gXOrRrVa/t10Z9X5OtNbbrAbmma0VjuyZrX48sIa6DnPnvYDhzBs9evfC/27J0+zmlOczbYRoEP9P3GZp7Nze/kV//D9J3QpNQuOM9u9y7YzAqZq9IoqTCwG3dWzA20vyC9EIIIRqGUuo5pVQrpVQ4cA+w6c+DV2soWL0GY0kJXn364NGli9nnH8k/wraMbXi6eDKhcy0GoyVnYPsHptc3vWh2f9b0dVIGKXmlhDfz4s6esvdVCOG4ZABrodLdezi3fDm4uhLyUgyak/nfyotZhyuKGBQ6iDvb32l2G+5ZibD1LUCDsR+BV1Oz27CGD3/9nV2pZwn2dee1u7pbXCNXCCFE46QMBvI/+wyAgMkPWNTGJ4c+AWBsx7H4udciQWDcO6ArgY4joHVfi/q0Bv0lmYcfu6kjLs7y55sQwnHJEmILKJ2OrDmmDL/N/vIg7h06WNTOdye+49f0X/F19WVO/znmD+qObyT458dBGWHQUxBei0yLNnDgdAHvbDgKwJvjbyDA2/yMkkIIIaxDKbUZ2Gztfot/3YIuLQ3X0FB8b7rJ7POzSrL44cQPOGlOTOpSi8njwgzYWZlweejzZvdnTd/uy+DkmRLCmnlxl8y+CiEcnAxgLWCq+XoM1zZtCJwxw6I2cktzLy4dfrrP0+YvHU5LgGXjcVZG05LhDjdbFEdDK9MZeGJ5EnqjYkr/MAZ3CrJ1SEIIIexQ/iem2dOASZPQnM2vDf558ufolZ4R4SNo5VuL/aFb3wZ9GXQZDS17mt2ftRiMivd/rpx9HdpBZl+FEA5PfguaqeLUKc78+98AtJjzL4tqvl5YOlxYUcjA0IHc1eEu8wPZ8pZp5hUAJ0iLN78NK5j342GO5xTTPsibZ0eav59JCCFE41d25Cil27fj5OWF/zjzc0oUVxSz8uhKAKZ1m1bzCWdTIXEpoNn/7OveDE6cKaFNUy/GREj+CCGEkAGsGS6r+XrHHfgMGGBRO9+f/J7N6ZvxcfWxbOlw6jY4vtEUExo4u0H4IItiaUhbjuayZFsKLk4a794Tgaeb+U/UhRBCNH75n5pmX/3GjMHZ19fs81cdW0WxrpjezXvTLbBbzSdseQOMOug+HoLt9+Gqwah4b9MxQGZfhRDiAllCbIaiH3+kJC4OpyZNaP6PZyxq48z5M8xNMKX4f6bPM7TwbmFmEFmwcipghO4TOOfagoCIO+wu+cTZkgqeWrkXgFnDOnF9aC2SaQghhHA46tw5Cr/5FoCmD5if+Fhn1PFZsin509RuU2s+4cxxSPoCNGcY8qzZ/VnTd/syOJFbQuumnoyR7P1CCAHIALbWDIWFZL1uGngGP/UkLoGBZrdx6dLhAS0HmL902KCDldOgONs043rXBxScSiegdbjZsTQkpRQvrN1PTlE5vcMCmDG4va1DEkIIYaf0P/6IqqjAZ/Bg3CyoJbg+ZT1ZJVm09WvLoFa1WI20eS4oA0ROhmb2e38yGBXv/fzH7KurzL4KIQQgS4hrLWf+fFPN18hI/MeNs6iNH07+wC+nfsHb1ZuYG2PMXzq8MQbStoFvCIxbDM72+fxhzZ7T/LA/C283Z96Z2BNnJymZI4QQ4kqlO3eiX/kVAE2nTDb7fKUUSw8uBUyzr05aDX/WZB+EA6tMW2+iLVtJZS3f78/k99wSWgV4MjayFkmphBDCQdjnCMjOlO7Zw7kvl4OLi8U1X8+cP8PcHaYZ3Kd7P23+0uGDayB+ITi5wPil4BNsdgzWkH62lDlfHwRgzuhutG7qZeOIhBBC2KPSPXtIffAvoNOBpqF5eJrdRkJWAofzD9PMoxmj2o2q+YRfXgcU9JoK/q3N7s9aTJmHTbOvj8rsqxBCXEZ+I9ZA6XRk/etCzde/4N6xo/ltKMUr8a9QUF7AjS1vZGzHseY1kHsEvn7M9Hr4a9AmyuwYrMFgVMxesZeicj0jujVnfC95YiyEEOLqSnfsNA1eL7zfudPsNpYcWALAfV3uw93ZvfqDT++Gw9+BiycMetLsvqzph/2ZHMspJtTfk7tl9lUIIS4jA9ga5C9daqr52ro1gX+zrObrupR1bDq1ybR0uL+ZS4fLi2H5A1BRDNePg6iHLYrBGj7eeoIdJ/MJ9HFn7tge5i+RFkII4TC8+vZBc3c3zb66ueHVt49Z5x/JP8JvGb/h6eLJhE4Taj7hl9dM//b9K/iauQrKioxGxfub/ph9dXORP9WEEOJSsoS4GhXp6eQuvFDzdY5FNV/PnD/D6wmvA/BU76cI8Qmp/clKwTePwZkjEHQd3PEu2Omg8GBGAW//dASAN8f1oKm3m40jEkIIYc+8IiJosySW0+t/InTEcLwiIsw6/5NDptI7YzqMwd/Dv/qDU+NN5efcfGDAE5aGbBU/HsjiaLZp9nWcrGQSQogryAC2ChdrvpaV0WTUKHwGml/zVSnFa9tf41z5OfqF9OPujmYWZ9/+gWnvq5svTPwM3H3MjsEaynQGZi1PQmdQTOrXhqHX2ef+XCGEEPbFKyIC14AAvMzMPpxdks0PJ3/ASXNiUtcaSu8oBZteNb3u9wh4N7MsWCswGhXv/nwUgEeGtpfZVyGEuAr5zViFonXrKNm61VTz9dl/WNTG+pT1bEzbiLerNy/d+JJ5S2pT42HDi6bXd/0bAs3fe2stb6w7wtHsYtoFevPCbV1tHY4QQohGbtnhZeiNem5pcwutfWtIxnRiM6TGgYc/9H/UKvFZat1B0+xrSz8Pxvey3yRTQghhSzKAvQpTzVfTst/gJ5/EJSjI7DbyzufxWoJpv82TvZ+kpU/L2p9clA0rp4JRDzf+HbreaXb/1hJ37AyLfzuJi5PGOxN74unmbOuQhBBCNGLFFcWsPLISMJXOqdals68DHgfPGpYa25Dxkrqvf5O9r0IIUSX57XgVOe+8gyH3DJ4REfiPt6zm62sJfywdHtfRjDYMevhqGhRnQdgAuDnGov6toaBUx1Mr9wLw+M0duaG1/f5hIIQQonFYfWw1xbpiejXvRfeg7tUffHQ9nN4FXoHQ136TIAKsP5jF4awiQvw8mNBb9r4KIURVZAD7J+eTki7WfG1hYc3X9Snr2ZC6AS8XL2JuNDPr8M8xkPob+LSAcbHgbL/blP/59QGyCsuIaOPPI0Pa2zocIYQQjZzOqOOz5M+AWsy+Go3wS+Xs66DZdptHAi7sfTXNvj4ypD3uLrKaSQghqiID2EsonY7MOTGgFM0efBCPTp3MbiPvfB6vbf9j6XCoT2jtTz70NWx7H5xcYPwS8G1udv/W8nXSab7dm4GXmzMLJvbERYqsCyGEaGA/pfxEZkkm4U3CiW4VXf3Byd9A1n7wbQm9/2KdAC3006FsDmcV0aKJBxP6yN5XIYSojow6LpH/ySeUHzmCa6tWFtd8fT3hdc6WnyWqRRTjO42v/YlnjsHayuQSw16BsP4W9W8Np8+d559rDwDwr9u7EtbM28YRCSGEaOyUUiw9uBSAKd2m4KRV8yeM0QC/mHJZEP0UuJpfBs9alLpk76vMvgohRI1kAFupIv00ue8vBKDFnH/h5OlpdhvrU9bzU+pPeLp48tIAM7IOlxfD8klQUQTdxkK/v5ndt7UYjYqnVuylqEzPLV2aM1GeFAshhLCCHVk7SM5PpqlHU+5of0f1B+9faaqh7t8GIh6wToAW+ulQNocyC2nexF3uqUIIUQsygKWy5usrlTVfb7sNn0GDzG4jvyyf1xNMT3uf7GXG0mGl4NvHIfcwBHaG0e+DOXtmrex/cSeJP5FHoI8b8+7ubt7+XiGEEMJCSw4uAeC+6+7D3dm96gMNOtg81/R68LPg4tbwwVnostnXwe3xcJXZVyGEqIkMYIGi9T9R8usWnHx9af7csxa1MTdhLvll+fRt0Zfxnc1YOpzwHziwCtx8YOJndp1kIjmzkDfXHwHg/+7uQaBPNX9ACCGEEPXk2NljxJ2Ow8PZg4mdJ1Z/cNIyOJsCzTpCjxqOtbGNyTkczCgk2Nede/q2sXU4QghxTXD4AayhqIjs10xJlyyt+bohdQPrUtaZlg7f+FL1+3IulbYdfnrB9PrOf0OQ+UmjrKVMZ2DW8iQqDEbu7duGm7vYb4IpIYQQjcuFva93dbgLf49qSrbpyuDXN0yvhz5n15n8lVIs2HgUMO19ldlXIYSoHYcfwOa+swB9bi6ePXviP8GMmdNKZ8vO8up2U5r+2b1m08q3lrXbinNg5VQw6qH/Y9DtLrP7tqb5G45yOKuI8GZe/HNUF1uHI4QQwkHklObw/cnvcdKcmNx1cvUHJy6BwtMQ3A26jrFKfJb6uXL2NcjXnXtl9lUIIWrNoQew5/fu5ewXX1TWfH3JopqvF5YO92nRhwmdJ9TuJIMevnoQijKhzY1wS4zZ/VpT/O95fLz1BM5OGu9M7Im3u/0+0RZCCNG4fJ78OXqjnpvb3EzrJtUkOaooga1vm17f9AJYcE+3FqX+qPs6Q/a+CiGEWez3t3sDUzodmf+aY6r5Om0qHp3NX767MXUjP6b8aP7S4Z9fgpSt4NMcxseCs6vZfVtLwXkdT65IQil4bGgHItoE2DokIYQQDqJEV8KKIysAmNptavUH7/gYSnKgZSR0vq3hg6uDTYdz2H+6gCBfd+6PktlXIYQwh8MOYPM/+dRU8zU0lMBHHjH7/HNl53hl+ysAPBH5BK19a5n6/tA3sO090Jxh/BLwbWF239Y05+sDZBSUcUNrfx67qYOtwxFCCOFAVh9bTZGuiMjgSHoE9aj6wHUH2y8AACAASURBVLIC+G2B6fVN/7TrbP6Xzr4+HN1OZl+FEMJMDjmA1Z0+Te7CutV8nbvDtHS4d/Pe3HPdPbU76cxxWFs5WB72MoTdaHa/1vTt3gzWJmXg6erMOxNuwNXZIf93EUIIYQN6o55PD30K1GL2dfsHcP6saVtO+5saPrg62Hwkl33pBQT6uHN/VJitwxFCiGuOw41IlFJkvfwK6vx5mtw2Ep/oaLPb+DntZ344+QOeLp68fOPLtVs6XFECKx6AiiLoeif0f9SC6K0ns+A8L6zZD8ALo7rQLsh+y/sIIYRofDakbiCzJJPwJuEMbj246gNL8yH+36bX18Ds64JLZl893WT2VQghzOVw2XiKftpA8a+/4uTrS/Cz5td8PVd2jlfiTUuHZ0bOrD6hxAVKwbczIecQBHYylcyx4xus0ah4auVeCsv03HRdsOzPEUIIYVVKKWIPxAIwudvk6h8Ub3sPyguh3VAIH2ClCC2z+Wgue0+dI9DHjfv7yb1ViMZMp9ORnp5OWVnZZZ/r9XqSk5NtFFX9s+R6PDw8aNWqFa6uluUBcqgBrCopIftVU8mb4NmzcA0ONruNeTvnkVeWR2RwJPded2/tTtrxMexfCa7eMPEzcPc1u19rWrIthd+O59HU2415d3dHs+PBthBCiMZnZ9ZOkvOTaerRlDva3VH1gcU5kPAf0+ubXrROcBZSSvHuRtPs60PR7fByc6g/wYRwOOnp6fj6+hIeHn7Z39Ll5eW4u7vbMLL6Ze71KKXIy8sjPT2dtm3bWtSnTZYQa5qWomnafk3TkjRN22WNPkv37KH8n/9En5uLxw098J840ew2NqVt4vsT3+Ph7MErA16p3dLhUztg/fOm13cuhKDOZvdrTUezi5i37jAA88Z2J9jXw8YRCSGEcDRLDi4B4N7r7sXDpZr70Nb5oCs1ZR1u1cs6wVloy7EzJJ06RzNvNyb1k72vQjR2ZWVlNGvWTCaC/kTTNJo1a3bFzLQ5bPn4b6hS6ow1Oirds4e0KVNRFRUABNx3n9k1XwvKC/7IOtzrCdo0qcXSn+JcWDEFjDro9whcP9bs2K2pQm/kiS+TqNAbmdi7NcO72XeGZCGEEI3P8bPH2Xp6Kx7OHkzsXM3D5oJ02PU/0+uhz1snOAsppViw8Sggs69COBIZvF5dXb8vDpHEqXTHzouDVzQNfVa22W3M2zGPM+fP1H7psEEPX02Dogxo09+UddjOzd9wlEOZhbRp6sWLd3S1dThCCCEc0NJDSwG4s8OdBHhUU3t8y1tgqIBuY6BFdytFZ5mtx86wJ+0cTb3deKC/zL4KIezTkiVLeOyxx+rUxq233oq/vz+33357PUV1JVsNYBXwk6ZpiZqmPdTQnXn17YNWuTZbc3PDq28fs87/Je0XvjvxHR7OHrw8oJZZhze9AilbwTsYxsWCs2WblK0l4UQe/9nyO04avDOxJz7u8nRYCCGEdeWW5vLdie/Q0JjcdXLVB+afhD2fguYEQ+x/9vVC3de/DpLZVyGEfVBKYTQa69SGXq+/4rOnn36aTz/9tE7t1sRWv0UHKKUyNE0LBjZomnZYKbXl0gMqB7YPAYSGhpKSkmJ5bwEBuM6dS/H27fj060dOQADUsr0iXRFzds0BYFL4JFS+IiW/+nO9UjcR/NsClOZM1qC5lOeXQw3nWCovL6/ObRSXG3h85e8oBZMiA2mmCkhJKaiH6CxTH9dkbxrbNTW26wG5pmtBY7secaXPD3+O3qhnWNiw6rfq/Pp/YNTDDfdBUCfrBWiBuONnSEw9S4CXK5Nl9lUIUY3E1LNsP5FHv3bN6BVWzQqUWpg/fz6LFy8GYPr06TzxxBOkpKQwcuRIhg4dSnx8PGvXrmXTpk3MnTuXkJAQOnXqdDEhU25uLjNmzCAtLQ2ABQsWMGDAAGJiYsjIyCAlJYXAwEBiY2Mv6/fmm29m8+bNdYq9JjYZwCqlMir/zdE0bQ3QF9jyp2M+Aj4C6N27twoPD69bp+HhpHTtgrntvBD3AmcrzhIRHMFjNz6Gs1MNNdvyfodtpgGvdksMIf3GWRavGer6vZm9IonsYh3dQ/341919cHW2/cryOv+87VBju6bGdj0g13QtaGzXI/5Qqitl+ZHlAEzpNqXqA3OPwL7l4OQCg5+xUnSWuTTz8F+j2+Etq5uEcEjhz37fIO2mzBt11c8TExOJjY0lISEBpRRRUVEMHjyYgIAAjhw5QmxsLIsWLSIzM5M5c+aQmJiIn58fQ4cOJSIiAoCZM2cya9YsBg4cSFpaGiNGjLhYLicxMZG4uDg8PT0pLy9vkGurjtV/k2qa5g04KaWKKl8PB+xyg+ivp37lm9+/wd3ZnVcGvFLz4LWiBJZPMtWj6zIabvy7dQKtgx/2Z7J692k8XJ14Z2JPuxi8CiGEcDyrj62mqKKIiOAIbgi6oeoDN88FZYTIKdDUshIM1rLt9zx2pZ7F38uVyf3DbR2OEMJBxMXFMWbMGLy9vQEYO3YsW7duZfTo0YSFhdGvXz8AEhISGDJkCEFBQQBMnDiRo0dNCec2btzIoUOHLrZZWFhIUVERAKNHj8bT09Oal3QZWzwKbA6sqcw+5QJ8rpRaZ4M4qlVQXsBL8S8B8HjE44Q1qWHZj1Lw3SzIOQTNOsKd/wY7zzyWXVjG82v2A/D8bV3oEOxj44iEEEI4Ir1Rz6eHTHumqp19zdoPB9eAsztEP22l6Cxzaebhvw5qJ7klhHBgl86UVlU3NTH1LPf/dzs6vRFXFyeWTe9n8TJipVSVX7swqL2gqozARqOR+Pj4qw5U/9yGtVl9uk0pdUIpdUPlf92UUq9ZO4baeGPnG+Sez6VnUE/u73J/zSfs/K9pSZOrF0z8FDyaNHyQdaCU4umv9nGuVMfgTkE8IDXphBBC2MjG1I1klGQQ1iSMoa2HVn3gpso/Gfr8BfxCrROcheJ/z2Nnimn2dcqN4bYORwhh53qFBbBsej9mD+9cp8ErQHR0NGvXrqW0tJSSkhLWrFnDoEGDrjguKiqKzZs3k5eXh06nY+XKlRe/Nnz4cBYuXHjxfVJSksXx1Dd5HHgVW9K3XFw6/PKAl2teOnxqJ6x7zvR69PsQ3KXhg6yjT+JT2XI0lwAvV94c10PqVAkhhLAJpRSxB01JQCZ3nVx1pv/0XXD0R9OD4oGzrBihZRZUZh6ePrCtzL4KIWqlV1hAnZM3AURGRjJ16lT69u0LmJI4RUREXJEUNyQkhJiYGPr3709ISAiRkZEYDAYA3nvvPR599FF69OiBXq8nOjqaDz/8sMa+Bw0axOHDhykuLqZVq1b873//Y8SIEXW+pkvJb9Q/Kawo5KVtpqXDf4/4O239athfU3IGVk4Bow6iZkD3hk/aVFfHc4p4/QfTJuy5Y7sT3MTDxhEJIYRwVAcKDnAo7xAB7gGMbj+66gM3vWr6N+ph8Am2TnAW2nO6hB0n8/HzlNlXIYRtzJ49m9mzZ1/2WXh4OAcOHLjss2nTpjFt2rQrzg8MDGT58uVXfB4TE1Ntv1u3bjU/WDNJxp4/eXPnm+Scz+GGoBuY1GVS9QcbDfDVg1B4GlpHwbBXrBNkHVTojTyxPIlyvZFxvVpx6/Uhtg5JCCGEjWma1lrTtF80TUvWNO2gpmkzrdX36lOrAbj3unvxcKnigWpKHJz4BdybwI2PWys0iy3ZlQOYZl99Pey7DrwQQlxrZAb2ElvSt7D2+FrcnNxql3V406tw8lfwDoLxS8DFzSpx1sW7Px/lwOlCWgV4MueOrrYORwghhH3QA08qpXZrmuYLJGqatkEpdaimE+vi+xPfsyt/F65Ortxz3T1XP0ipP/a+9n8MvJo2ZEh19kl8CnszS/Fyc2bKgHBbhyOEEI2OzMBWKqwovJh1uFZLhw9/D3HzQXOCcYuhSUsrRFk3u1Ly+WDz72gavDOxpzwVFkIIAYBSKlMptbvydRGQDDRolqSknCReiHsBAKMyklqYevUDf/8Z0raBZwD0+1tDhlRnmw5nM+ebg4BpxdOx7GIbRySEEI2PzMBWemvnW+SU5tAjqAcPdH2g+oPzfoc1M0yvb54DbaMbPsA6KirTMWtFEkYFfxvSnj7h9v0EWwghhG1omhYORAAJV/naQ8BDAKGhoVckBDHHhrQNGJURMCVy2nB4A/6l/pcfpBQhP/4LdyC/6xQKs/KBfIv7bEhJGSU8/2MaF6pXGJViXeJxmqkg2wZWT/Ly8mwdQr1qbNcDck32Rq/XU15eftXPGxNLr0ev11t8D5EBLBB3Oo41x9fUbulwRSmsmAzlhXDd7TDAatuE6uSV7w5xKv883Vo2YdYtnWwdjhBCCDukaZoPsAp4QilV+OevK6U+Aj4C6N27twoPD7e4r2Few1iRtoIKQwVuzm4Mu24Y4cF/au/w95B3ELyDaTriGZq62bb24NUYjIpFvxznnY0pGJWpBLwGuLk4cWuvDoTXQ0ZRe1GXn7c9amzXA3JN9iQ5Ofmq9V6BKj+/VllyPS4uLhb/bB1+AFtUUUTMthgAHot4jHZ+7ao+WCn4bhZkH4Cm7eGuRaY7lZ1bfzCLFbvScXdxYsHEnri5yMpxIYQQl9M0zRXT4HWZUmp1Q/fXM7gnHw//mA2HNzDsumH0DO55+QFG4x97X6OfAjscvOYWlTNreRJxx88A8OjQ9gzuFMSGPSe4tVeHeimHIYQQ4nIOP4B9e9fbZJdm0yOwB5O7Tq7+4F2LYd+Xphp0Ez8DDz/rBFkHOUVlPLd6PwDPjryOjs19bRyREEIIe6OZioH/D0hWSs23Vr89g3viX+p/5cwrwMHVkHMQmrSCXlOtFVKtbTt+hpnLk8gtKqeZtxvzJ/ZkcCfTcuFgrahRzbwKIRzDkiVL2LVrFwsXLrTo/KSkJP72t79RWFiIs7MzL7zwAhMnTqznKB18APvb6d9YdWxV7ZYOpyfCumdNr+94D5rbfwZfpRTPfLWP/JIKBnUMZEr/cFuHJIQQwj4NAB4A9muallT52fNKqR9sEo1BD5vnml4Pfhpc7Ge5ncGoeO/nY7y36RhKQVTbprx3bwTNpaa6EOIaopRCKYWTk+UrM/+8/9XLy4tPPvmEjh07kpGRQa9evRgxYgT+/v5VtGAZhx3AFlUUMWfbHAAe6fkI7fyrWTpckmfa92qogL4PQY/xVoqybj5LSGPzkVz8PF15c9wNODnZ/3JnIYQQ1qeUisO0ddM+7FsOecchoC30vN/W0VyUU1jGzC+TiD+Rh6bB4zd14PGbO+LiLFtzhBD14NQOSNkK4YOgdd86NTV//nwWL14MwPTp03niiSdISUlh5MiRDB06lPj4eNauXcumTZuYO3cuISEhdOrU6eJ+1tzcXGbMmEFaWhoACxYsYMCAAcTExJCRkUFKSgqBgYHExsZe7LNTpz/y7LRs2ZLg4GByc3NlAFtfLiwd7h7YnSndplR9oNEAqx6EwnRo1ReGv2a9IOvg99xiXvveVL7v9THdaeEnT4aFEEJcA/QV8Os80+shz4GzfZR823osl1nLkzhTXEGgjzsLJvZkYMdAW4clhLgWxPyx7bBe15PEFFz148TERGJjY0lISEApRVRUFIMHDyYgIIAjR44QGxvLokWLyMzMZM6cOSQmJuLn58fQoUOJiIgAYObMmcyaNYuBAweSlpbGiBEjSE5Ovth+XFwcnp6eV820DLBjxw4qKipo3759fV4x4KAD2G2nt7Hq2CpcnVx5ZcAruDhV82345XU4sRm8AmH8EnBxs1aYFtMZjMxankSZzsjYiFBG9QixdUhCCCFE7ez5BM6lQWBn6D7O1tGgNxh59+djLPzlOErBje2bseCengT7yoNhIYR9iouLY8yYMXh7m5LfjR07lq1btzJ69GjCwsLo168fAAkJCQwZMoSgINP+/YkTJ3L06FEANm7cyKFDhy62WVhYSFFREQCjR4/G09Ozyv4zMzN54IEHWLp0aZ2WKFfF4QawxRXFxMTHAKalw+39q3kqcORH2PoWaE4wbjH4NWhN93rz/s/H2JdeQKi/JzF3drN1OEIIIUTt6M7DlrdMr4c+D9XlprCC7MIy/v7FHnaczMdJgydu6cRjN3XAWbbkCCHMcclMaXl5+dXLzpzaAUtHm7YsOrvBlG8sXkasLhSkvooLg9oLtCoqqhiNRuLj4686UP1zG5cqLCxk1KhRvPrqqxcHyvXN4TZtvJ34NpklmXRr1o2p3aZWfWD+CVj9sOn1TS9Cu8FWia+udqedZeEvx9E0eHvCDTTxsI+lV0IIIUSNdi2Gokxo0R26jLZpKL8ezWXku1vZcTKfIF93PpsexcxbOsrgVQjRMFr3NQ1ab3qhToNXgOjoaNauXUtpaSklJSWsWbOGQYMGXXFcVFQUmzdvJi8vD51Ox8qVKy9+bfjw4ZdlI05KSrri/D+rqKhgzJgxTJ48mfHjGy5nkEPNwCadTeKro1/h6uTKqwNerXrpcEUpLJ8M5QXQeRQMnGXdQC1UUq5n1vIkjAoejm5Hv3bNbB2SEEIIUTvlxbC1soLPTS9CAyw7qw29wcjbG47ywebfARjUMZD5E3oS5Gs/mZCFEI1U6751Tt4EEBkZydSpU+nb19TW9OnTiYiIICUl5bLjQkJCiImJoX///oSEhBAZGYnBYADgvffe49FHH6VHjx7o9Xqio6P58MMPq+13xYoVbNmyhby8PJYsWQKYSvP07Nmz2vPM5TAD2O0Z25l30JQU4pGej9AhoMPVD1QKvn8SsvdD03Yw5gOoYmrd3rz6/SFS80rpEtKE2cM71XyCEEIIYS92/AdKz0CrPtBxuE1CyCw4z+Nf7GFnylmcNJg9rBOPDOkgWfyFENec2bNnM3v27Ms+Cw8P58CBA5d9Nm3aNKZNm3bF+YGBgSxfvvyKz2NiYqrsc9KkSUyaNMmygM3gEAPYpJwkZmycgUEZ0NCICI6o+uDEWNj7Obh4woRPwcOv6mPtyIZD2Xyx4xRuLk4smNgTdxfb7hsSQgghau38OfjtXdPrm/5pkwfHvxzOYfaKJM6W6mjexJ337okgSlYyCSGE3XGIAeyu7F0YlREADY09OXvo1bzXlQeeToQf/2F6fce70OJ6K0Zpudyicp5dtQ+AZ0Z0pnMLXxtHJIQQQpgh/t9QVmCqfdjWujkndAYjb60/wn+2nABgcKcg5k+4gWY+smRYCCHskUMMYHs37427szsVhgrcnN3o3bz3lQeV5MGKKabMX32mww0TrR+oBZRSPLtqH3klFQzo0IwHB7S1dUhCCCFErTmVnYXti0xvrDz7evrcef7++W52p53D2UnjqeGdeTi6nSwZFkIIO+YQA9iewT35ePjHbDi8gWHXDaNn8J82EhsNsHo6FJyC0N4w4nXbBGqB75LP8vPhHJp4uPDW+BvkpiuEEOKa4ndgCVQUQ4dh0KZhSi5czcZD2Ty5ci8F53WE+Hnw/r0R9A5varX+hRBCWMYhBrBgGsT6l/oTHhx+5Rc3z4PfN4FXM5iwFFyujWVD3+3L4N24TABeHdOdEL+qCwoLIYQQdufIj/ge/Mz0+qYXrNJlhd7IG+sO89+4k6Zurwvm7fE3EODtZpX+hRBC1I3DDGCrdHQ9bHkDNCe4+3/g18rWEdUor7icBRuP8en2VACcNAj1l8GrEEKIa8ipHbD8fpyUwXQPNugavsv8Uh77Yg97T53DxUnjmVs7M32gLBkWQohriWMPYPNPwuq/ml4PfQHaD7VtPNVQSrEz5SzLElL5cX8WFQbjxa9pwPYTefQKC7BdgEIIIYQ5UraC0Xj5+3qof1iV9QezeHrlXgrL9IT6e/LevRFy3xRCiEssWbKEXbt2sXDhQovOT01NZezYsRgMBnQ6HX//+9+ZMWNGPUfpyANY3XlY8YAp62GnkTBwds3n2EBhmY41u0+zLCGVo9nFgCm/Re+wAPaln0NvVLi6ONFPUv0LIYS4loQPAhcPlKEczdnd9L4BVOiNzP0xmdjfUgC4pUtz3hrfA38vWTIshHBcSimUUjg5OVnchl6vv+x9SEgI27Ztw93dneLiYq6//npGjx5Ny5Yt6xruZRxzAKsUfP8UZO2HgLYw5kOoww+vIexPL+Cz7al8szeD8zoDAEG+7tzTpzUT+7SmVYAXialnWZd4nFt7dZCnyEIIIa4trfvClG84t+dbAiLuaJDZ17S8Uh77Yjf70gtwddb4x63X8ZeBbdFsUGdWCCFqkpSTxK7sXfRu3vvKpLNmmj9/PosXLwZg+vTpPPHEE6SkpDBy5EiGDh1KfHw8a9euZdOmTcydO5eQkBA6deqEu7spF1Bubi4zZswgLS0NgAULFjBgwABiYmLIyMggJSWFwMBAYmNjL/bp5vbHg8Hy8nKMl66yqUeOOYDdvRSSPgMXT5j4KXj62zoiAEor9Hy7N4NlCWnsSy+4+PmADs24PyqMYV2b4+r8x0C7V1gAzVQQ4TJ4FUIIcS1q3ZcCQzABrcPrvekf92fyzFf7KCrX0yrAk4X3RdKztX3c74UQjqX70u4N0u7+Kfuv+nliYiKxsbEkJCSglCIqKorBgwcTEBDAkSNHiI2NZdGiRWRmZjJnzhwSExPx8/Nj6NChREREADBz5kxmzZrFwIEDSUtLY8SIESQnJ19sPy4uDk9PT8rLyy/r+9SpU4waNYrjx4/z5ptv1vvsKzjiAPb0bvjhadPr29+BFg3zP5Q5jmYX8XlCGqt2p1NUZpqK9/N0ZXyvVtwb1Yb2QT42jlAIIYS4NpTpDLz+QzKfxJsSHY7o1pw3xt2An6erjSMTQgjriIuLY8yYMXh7ewMwduxYtm7dyujRowkLC6NfP1PJsoSEBIYMGUJQUBAAEydO5OjRowBs3LiRQ4cOXWyzsLCQoqIiAEaPHo2n59UTyLZu3Zp9+/aRkZHBXXfdxbhx42jevHm9Xp9DDWCdys7BmilgqIDeD0LPe20WS7newLoDWSxLSGPHyfyLn0e28ef+qDBG9QjBw9XZZvEJIYQQ15qUMyU8+vluDmYU4uqs8cJtXZhyY7gsGRZC2NSlM6Xl5eUXl+leKiknib/+9Fd0Rh2uTq58PPxji5cRK6Wq/NqFQe0FVf1+NBqNxMfHX3Wg+uc2rqZly5Z069aNrVu3Mm7cuBqPN4d9bfxsSKnxhHz/ABSkQWgvuHWeTcJIyytl3o+HuXHuJmZ+mcSOk/l4uzlzf1Qbfnh8EKsfGcDdvVrJ4FUIIYQww7d7M7j9/TgOZhTSpqkXq/52I1MHyH5XIcS1oWdwTz4e/jGPRTxWp8ErQHR0NGvXrqW0tJSSkhLWrFnDoEFXJsqLiopi8+bN5OXlodPpWLly5cWvDR8+/LJsxElJSTX2m56ezvnz5wE4e/Ysv/32G507d7b4OqriGDOwp3bA0ttxNVZmyhowC1yufPLRUPQGI5sO5/BZQhpbjuZe/LxLSBMm9WvDnT1D8XF3jB+FEEIIUZ/KdAZe/u4QnyeYEo3c1r0F8+7uQRMPWTIshLi29AzuWefkTQCRkZFMnTqVvn1NyfGmT59OREQEKSkplx0XEhJCTEwM/fv3JyQkhMjISAwGU/LY9957j0cffZQePXqg1+uJjo7mww8/rLbf5ORknnzySTRNQynFU089Rffu9b9d0zFGTSe3gtH0w0BzgryjVuk2q6CML3em8eWOU2QVlgHg7uLE7T1acn+/NkS09pcnw0IIIYSFTuQW8+jne0jOLMTN2YkXb+/CpH5hcm8VQji82bNnM3v25WVCw8PDOXDgwGWfTZs2jWnTpl1xfmBgIMuXL7/i85iYmCr7HDZsGPv27bMsYDM4xgC2bWWtOX3D1poDMBoVccfPsCwhlY3JORiMpjXo7QK9uS+qDeN6tZLac0IIIUQdfZ10mudX76ekwkB4My8W3hfJ9aF+tg5LCCFEA3OMAawVas3lFZfzVWI6n+9IIzWvFAAXJ41R3UO4P6oN/ds3kyfCQgghRB2V6QzEfHOQL3eeAuCOG1ry+pjr8ZUlw0II4RAcYwALDVJrTinFrtSzfLY9lR/3Z1FhMBXrDfX35N6+rZnQpzXBvh711p8QQgjhyI7nFPPost0cyS7CzcWJmDu6cW/f1vKAWAghHIjjDGDrUWGZjrV7TrNsexpHsk31kDQNbr4umPv7tWFwp2CcneRmKoQQQtSXVYnp/HPtAc7rDLQL9GbhfZF0bdnE1mEJIYSwMhnAmmF/egHLElL5OimD8zpTUqhAH3fu6dOae/q2plWAl40jFEIIIRqX0go9c74+yMrEdADu6tmSV8d0l+z9QgjhoOS3fw3OVxj4dm8GyxJS2ZtecPHzG9s34/6oMIZ1bY6bi+OU0xVCCCGs5Vh2EY8s282xnGLcXZx4+c5uTOgtS4aFEMKRyQC2Cseyi1iWkMaq3ekUlZnqx/p5ujKuVyvui2pD+yAfG0cohBBCNF4rd53ixa8PUKYz0j7Im0X396JzC19bhyWEEI3WkiVL2LVrFwsXLqxTO4WFhXTp0oUxY8bUua2rkQHsJcr1BtYfzOaz7ansOJl/8fOINv5MigpjVI8QPFydbRihEEII0biVlOt58esDrN59GoC7I1vxyl3d8HKTP1mEEKK+KKVQSuHkZPlKUr1ef9XPX3zxRQYPHmxxuzWRuwGQllfK5zvSWLnrFHklFQB4uzlzV0Qo90W1oVtLqSsnhBBCNLTDWYU8umw3v+eW4OnqzMt3dmN879a2DksIIayidM8eSnfsxKtvH7wiIurU1vz581m8eDEA06dP54knniAlJYWRI0cydOhQ4uPjWbt2LZs2bWLu3LmEhITQqVMn3N3dAcjNzWXGjBmkpaUBsGDBAgYMGEBMTAwZGRmkpKQQGBhIbGzsZf0mJiaSnZ3Nrbfeyq5du+p0DVVx2AGs3mBk0+EcliWkseVYLkqZPr+uhS+T+oVxV0SoJIgQQggha+QG6wAADSBJREFUrEApxfKdp5jzzUHK9UY6Nffh3/dF0rG5LBkWQlz7kq/r0iDtdjmcfNXPExMTiY2NJSEhAaUUUVFRDB48mICAAI4cOUJsbCyLFi0iMzOTOXPmkJiYiJ+fH0OHDiWicuA8c+ZMZs2axcCBA0lLS2PEiBEkJydfbD8uLg5PT0/Ky8sv9ms0GnnyySf59NNP+fnnnxvkmsGBBrCJqWdZtzuXviWeHMos5MudaWQWlAHg5uLE7T1CuD8qjMg2/pIcQgghhLCCxNSzfLMzhxM/Z7P12BkAJvRuxUujr8fTTbbsCCGEJeLi4hgzZgze3t4AjB07lq1btzJ69GjCwsLo168fAAkJCQwZMoSgoCAAJk6cyNGjRwHYuHEjhw4duthmYWEhRUWm8qGjR4/G09Pzin4XLVrEbbfdRuvWDbtyxiEGsImpZ7n3o+1UGIx8vCPn4udtA725P6oNd0e2IsDbzYYRCiGEEI4lMfUs9368nQq9EQB3Fyfmju3O2MhWNo5MCCHq16UzpeXl5ReX6V6qdM8e0qY9iNLp0FxdaRO72OJlxOrC0tKruDCovaCqiTuj0Uh8fPxVB6p/buOC+Ph4tm7dyqJFiyguLqaiogIfHx/mzZtnRvQ1c4j6L9tP5FFhMF5836m5D8umR7HpycFMH9ROBq9CCCGElW0/cebi4BXg/n5hMngVQjgsr4gI2sQuJujxx+s0eAWIjo5m7dq1lJaWUlJSwpo1axg0aNAVx0VFRbF582by8vLQ6XSsXLny4teGDx9+WQbhpKSkGvtdtmwZaWlppKSk8NZbbzF58uR6H7yCjWZgNU27FXgXcAb+q5Sq/yu7RL92zXBzcUKnN+Lm4sTcsT3oFRbQkF0KIYQQohr92gXi7nKccr0RDxcnRnUPsXVIQghhU14REXVO3gQQGRnJ1KlT6du3L2BK4hQREUFKSsplx4WEhBATE0P//v0JCQkhMjISg8EAwHvvvcejjz5Kjx490Ov1REdH8+GHH9Y5tvpg9QGspmnOwL+BYUA6sFPTtG+UUoeqP9NyvcIC+OKv/ViXeJxbe3WQwasQQghhY73CAvhc7s1CCNEgZs+ezezZsy/7LDw8nAMHDlz22bRp05g2bdoV5wcGBrJ8+fIrPo+JialV/1OnTmXq1Km1jtcctpiB7QscV0qdANA07UvgTqDBBrBgulE2U0GEyw1SCCGEsAtybxZCCGEuW+yBDQVOXfI+vfIzIYQQQgghhBCiSraYgb1aqqsrUmVpmvYQ8BBAaGjoFWu2LZGXl1fnNuyNXNO1obFdU2O7HpBruhY0tusRQgghhPlsMYBNBy4tDtQKyPjzQUqpj4CPAHr37q3Cw8PrpfP6aseeyDVdGxrbNTW26wG5pmtBY7see2LtBItCCNHYKaWqLFPjyKor81MbtlhCvBP+v717jbGjLuM4/v1Ja9aiRGOJaViUaoiJUUMRQYM2Kt6KBjC+sESJqYmXKErFxHhJvCW+8YWiMfEGKEhRlEvSCBGNooKGa6ncikax6opKrResMTHVxxc71bW0lvZMO+c/+/0kJ52dPTPzPHuy+/SZ+c9/ODbJyiSPBNYCGweIQ5Ik8T8TLK4BngacmeRpw0YlSe2amZlh+/btEzdrY1NVbN++nZmZmQPexyG/AltVO5OcDVzL/FneC6vq7kMdhyRJ+o9BJliUpLGanZ1lbm6Obdu2/c/6nTt3smTJIE8yPSgOJJ+ZmRlmZw/8ud+D/PSq6hrgmiGOLUmSHmJPEyyeNFAsktS8pUuXsnLlyoes37p166huhxkin/G0/5Ik6UA5wWKPzGn6jS0fMKdWjC2nIfKxgZUkSU6w2DNzmn5jywfMqRVjy+lQ5zPEJE6SJGm6OMGiJKkJaWFmrCTbgF/2sKvlwB962M80Mac2jC2nseUD5tSCPvN5UlUd2dO+RiHJqcB5/HeCxY/u4/3W5r0zp+k3tnzAnFoxtpwOeW1uooHtS5Jbq+qEoePokzm1YWw5jS0fMKcWjC0fzRvj52pO029s+YA5tWJsOQ2Rj0OIJUmSJElNsIGVJEmSJDVhsTWwnx86gIPAnNowtpzGlg+YUwvGlo/mjfFzNafpN7Z8wJxaMbacDnk+i+oeWEmSJElSuxbbFVhJkiRJUqMWTQOb5OVJfpLkZ0neM3Q8k0pyYZIHktw1dCx9SHJ0kuuSbElyd5Jzho5pUklmktyc5MddTh8eOqa+JDksye1JvjF0LH1IsjXJnUk2J7l16HgmleSxSS5Pcm/3O/XcoWOaRJKndp/NrteDSdYPHZcmZ22ebtbmtlibp5u1ucdjL4YhxEkOA34KvASYY/6B7WdW1T2DBjaBJKuBHcDFVfX0oeOZVJIVwIqq2pTkMcBtwBmNf0YBDq+qHUmWAjcA51TVjQOHNrEk5wInAEdU1SuHjmdSSbYCJ1TVKJ7LluQi4PqqOj/JI4FlVfXnoePqQ/f3/DfASVXVxzNINRBr8/SzNrfF2jzdrM39WSxXYE8EflZV91XVP4CvAqcPHNNEquoHwB+HjqMvVfXbqtrULf8V2AIcNWxUk6l5O7ovl3av5s8YJZkFXgGcP3QseqgkRwCrgQsAquofYymQnVOAn9u8joK1ecpZm9thbZ5u1uZ+LZYG9ijg1wu+nqPxP8BjluQYYBVw07CRTK4bzrMZeAD4dlU1nxNwHvBu4F9DB9KjAr6V5LYkbxo6mAk9GdgGfLEbSnZ+ksOHDqpHa4GvDB2EemFtboi1eepZm6ebtblHi6WBzR7WNX+2bYySPBq4AlhfVQ8OHc+kquqfVXUcMAucmKTpIWVJXgk8UFW3DR1Lz06uquOBNcDbumGArVoCHA98pqpWAX8Dmr+3EKAbcnUa8PWhY1EvrM2NsDZPN2tzE6zNPVosDewccPSCr2eB+weKRXvR3YtyBbChqq4cOp4+dcNEvge8fOBQJnUycFp3X8pXgRcluWTYkCZXVfd3/z4AXMX80MZWzQFzC64oXM580RyDNcCmqvr90IGoF9bmBlibm2Btnn7W5h4tlgb2FuDYJCu7swRrgY0Dx6QFukkVLgC2VNXHh46nD0mOTPLYbvlRwIuBe4eNajJV9d6qmq2qY5j/PfpuVb1u4LAmkuTwbnISuuE8LwWanUG0qn4H/DrJU7tVpwDNTriymzNx+PCYWJunnLW5Ddbm6Wdt7teSQ3mwoVTVziRnA9cChwEXVtXdA4c1kSRfAV4ALE8yB3ywqi4YNqqJnAycBdzZ3ZcC8L6qumbAmCa1Ariom5ntEcDXqmoUU9uPzBOAq+b/n8YS4NKq+uawIU3s7cCGrim4D1g3cDwTS7KM+dlq3zx0LOqHtbkJ1mYNxdrcgKFq86J4jI4kSZIkqX2LZQixJEmSJKlxNrCSJEmSpCbYwEqSJEmSmmADK0mSJElqgg2sJEmSJKkJNrBST5Ls6Hl/Rye5LsmWJHcnOWc/tz8yyU1Jbk/y/L2852VJPpTkcUn2+liEJFuTLN/H8d7Rxbphf+KUJOlgsTZbmzU+i+I5sFKjdgLvqqpN3cO8b0vy7ap6uA++PgW4t6pe/3/e83zgOmA18MPJwuWtwJqq+sWE+5EkaVpZm6WBeQVWOoiSPCnJd5Lc0f37xG79U5LcmOSWJB/Z0xniqvptVW3qlv8KbAGOejjHSHIc8DHg1CSbkzxqt21e0z2U/h3AecAXgHVJNnbff3ySb3VniD8HZMG25ya5q3ut79Z9FngysDHJO3v40UmSdFBYm6W22cBKB9engYur6pnABuBT3fpPAp+sqmcD9+9rJ0mOAVYBNz2cY1TVZuADwGVVdVxV/X3hBlV1GXA8cFdVPQO4C1hVVad1b/kgcENVrQI2AruK+7OAdcBJwHOANyZZVVVv6fJ4YVV9Yt8/FkmSBmNtlhpmAysdXM8FLu2Wvww8b8H6r3fLl+6+0UJJHg1cAayvqgf34xj7cizw8255WXcmeZfVwCUAVXU18Kdu/fOAq6rqb1W1A7iS+aFOkiS1wtosNcx7YKVDq/bnzUmWMl8gN1TVlX0dI8mtwHJgSZJ7gBXdsKW3V9X1/2c/2cM6SZJaZm2WGuIVWOng+hGwtlt+LXBDt3wj8Opuee3uGwEkCXABsKWqPn4Ax9irqjoBuBo4nfn7cd7fDWfaVSB/0O2LJGuAxy1Yf0aSZUkOB14FXI8kSe2wNksNs4GV+rMsydyC17nMT8SwLskdwFnArun21wPnJrkZWAH8ZQ/7O7nb5kXdZA+bk5y6h/ft7Rj7cjywmflhRt/f7XsfBlYn2QS8FPgVQDdxxZeAm5m/5+f8qrr9YR5PkqRDzdosjUyq9mvUhKQeJFkG/L2qKsla4MyqOn3ouCRJWqyszVIbvAdWGsazgE93Q5H+DLxh4HgkSVrsrM1SA7wCK0mSJElqgvfASpIkSZKaYAMrSZIkSWqCDawkSZIkqQk2sJIkSZKkJtjASpIkSZKaYAMrSZIkSWrCvwECj0PHn07d1gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1152x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pl.figure(figsize=(16,5))\n",
"for i, title in enumerate(['H1', 'H2']):\n",
" plt.subplot(1,2,i+1)\n",
" for j in range(4):\n",
" pl.plot(range(8),error[:,j,i], '.-', lw=2, label=order_format(j))\n",
" pl.grid(alpha=.5)\n",
" pl.legend()\n",
" pl.title(title)\n",
" pl.ylabel('square norm')\n",
" pl.xlabel('Log 2 of #dof')\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"def log2_dof(order):\n",
" return np.log2((order+2)*(order+3)/6.0)+range(0,14,2)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'square norm error depending on mesh size and order')"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x504 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pl.figure(figsize=(12,7))\n",
"for j in range(2):\n",
" for i in range(4):\n",
" pl.plot(log2_dof(i),np.log2(error[1:,i,j] - error[:7,i,j]), lw=[2,3][j], marker='.', ls=['-.','-'][j], label=\"H{} {}\".format(j+1, order_format(i)))\n",
"pl.legend()\n",
"pl.grid(alpha=.5)\n",
"pl.ylabel('Log 2 of error')\n",
"pl.xlabel('Log 2 of #dof')\n",
"pl.title('square norm error depending on mesh size and order')"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([1.96538235, 6.90278753, 4.23167654, 3.38367501, 2.58641202,\n",
" 1.60038475, 0.97891957])"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"error[1:,0,0]-error[:7,0,0]"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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